AUTOML and model Explainability

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import sklearn
import seaborn as sns
%matplotlib inline

pd.set_option('display.max_rows',None)

fraud_df = pd.read_csv("C:\Books\ML Project\insurance_claims.csv",index_col='policy_number')

#fraud_df

fraud_df.head()

	months_as_customer	age	policy_bind_date	policy_state	policy_csl	policy_deductable	policy_annual_premium	umbrella_limit	insured_zip	insured_sex	...	witnesses	police_report_available	total_claim_amount	injury_claim	property_claim	vehicle_claim	auto_make	auto_model	auto_year	fraud_reported
policy_number
521585	328	48	17-10-2014	OH	250/500	1000	1406.91	0	466132	MALE	...	2	YES	71610	6510	13020	52080	Saab	92x	2004	Y
342868	228	42	27-06-2006	IN	250/500	2000	1197.22	5000000	468176	MALE	...	0	?	5070	780	780	3510	Mercedes	E400	2007	Y
687698	134	29	06-09-2000	OH	100/300	2000	1413.14	5000000	430632	FEMALE	...	3	NO	34650	7700	3850	23100	Dodge	RAM	2007	N
227811	256	41	25-05-1990	IL	250/500	2000	1415.74	6000000	608117	FEMALE	...	2	NO	63400	6340	6340	50720	Chevrolet	Tahoe	2014	Y
367455	228	44	06-06-2014	IL	500/1000	1000	1583.91	6000000	610706	MALE	...	1	NO	6500	1300	650	4550	Accura	RSX	2009	N

5 rows × 38 columns

fraud_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          1000 non-null   int64  
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        1000 non-null   float64
 7   umbrella_limit               1000 non-null   int64  
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   object 
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           1000 non-null   int64  
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               1000 non-null   int64  
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(1), int64(16), object(21)
memory usage: 304.7+ KB

fraud_df.fraud_reported.value_counts()

N    753
Y    247
Name: fraud_reported, dtype: int64

EDA

fraud_df.shape

(1000, 38)

fraud_df.isnull().sum()

months_as_customer             0
age                            0
policy_bind_date               0
policy_state                   0
policy_csl                     0
policy_deductable              0
policy_annual_premium          0
umbrella_limit                 0
insured_zip                    0
insured_sex                    0
insured_education_level        0
insured_occupation             0
insured_hobbies                0
insured_relationship           0
capital-gains                  0
capital-loss                   0
incident_date                  0
incident_type                  0
collision_type                 0
incident_severity              0
authorities_contacted          0
incident_state                 0
incident_city                  0
incident_location              0
incident_hour_of_the_day       0
number_of_vehicles_involved    0
property_damage                0
bodily_injuries                0
witnesses                      0
police_report_available        0
total_claim_amount             0
injury_claim                   0
property_claim                 0
vehicle_claim                  0
auto_make                      0
auto_model                     0
auto_year                      0
fraud_reported                 0
dtype: int64

fraud_df.describe()

	months_as_customer	age	policy_deductable	policy_annual_premium	umbrella_limit	insured_zip	capital-gains	capital-loss	incident_hour_of_the_day	number_of_vehicles_involved	bodily_injuries	witnesses	total_claim_amount	injury_claim	property_claim	vehicle_claim	auto_year
count	1000.000000	1000.000000	1000.000000	1000.000000	1.000000e+03	1000.000000	1000.000000	1000.000000	1000.000000	1000.00000	1000.000000	1000.000000	1000.00000	1000.000000	1000.000000	1000.000000	1000.000000
mean	203.954000	38.948000	1136.000000	1256.406150	1.101000e+06	501214.488000	25126.100000	-26793.700000	11.644000	1.83900	0.992000	1.487000	52761.94000	7433.420000	7399.570000	37928.950000	2005.103000
std	115.113174	9.140287	611.864673	244.167395	2.297407e+06	71701.610941	27872.187708	28104.096686	6.951373	1.01888	0.820127	1.111335	26401.53319	4880.951853	4824.726179	18886.252893	6.015861
min	0.000000	19.000000	500.000000	433.330000	-1.000000e+06	430104.000000	0.000000	-111100.000000	0.000000	1.00000	0.000000	0.000000	100.00000	0.000000	0.000000	70.000000	1995.000000
25%	115.750000	32.000000	500.000000	1089.607500	0.000000e+00	448404.500000	0.000000	-51500.000000	6.000000	1.00000	0.000000	1.000000	41812.50000	4295.000000	4445.000000	30292.500000	2000.000000
50%	199.500000	38.000000	1000.000000	1257.200000	0.000000e+00	466445.500000	0.000000	-23250.000000	12.000000	1.00000	1.000000	1.000000	58055.00000	6775.000000	6750.000000	42100.000000	2005.000000
75%	276.250000	44.000000	2000.000000	1415.695000	0.000000e+00	603251.000000	51025.000000	0.000000	17.000000	3.00000	2.000000	2.000000	70592.50000	11305.000000	10885.000000	50822.500000	2010.000000
max	479.000000	64.000000	2000.000000	2047.590000	1.000000e+07	620962.000000	100500.000000	0.000000	23.000000	4.00000	2.000000	3.000000	114920.00000	21450.000000	23670.000000	79560.000000	2015.000000

fraud_df.auto_year.value_counts()

1995    56
1999    55
2005    54
2011    53
2006    53
2007    52
2003    51
2010    50
2009    50
2013    49
2002    49
2015    47
1997    46
2012    46
2008    45
2014    44
2001    42
2000    42
1998    40
2004    39
1996    37
Name: auto_year, dtype: int64

fraud_df['auto_make'].value_counts()

Dodge         80
Suburu        80
Saab          80
Nissan        78
Chevrolet     76
BMW           72
Ford          72
Toyota        70
Audi          69
Volkswagen    68
Accura        68
Jeep          67
Mercedes      65
Honda         55
Name: auto_make, dtype: int64

fraud_df.auto_model.value_counts()

RAM               43
Wrangler          42
Neon              37
A3                37
MDX               36
Jetta             35
Passat            33
A5                32
Legacy            32
Pathfinder        31
Malibu            30
Camry             28
Forrestor         28
92x               28
F150              27
95                27
E400              27
93                25
Grand Cherokee    25
Escape            24
Maxima            24
Tahoe             24
X5                23
Ultima            23
Highlander        22
Silverado         22
Civic             22
Fusion            21
TL                20
ML350             20
Corolla           20
CRV               20
Impreza           20
3 Series          18
C300              18
X6                16
M5                15
Accord            13
RSX               12
Name: auto_model, dtype: int64

Univariate and Multivariate Analysis

sns.boxplot(x=fraud_df['age'])

<AxesSubplot:xlabel='age'>

sns.pairplot(fraud_df)

<seaborn.axisgrid.PairGrid at 0x1b90580f7f0>

fraud_df.head(10)

	months_as_customer	age	policy_bind_date	policy_state	policy_csl	policy_deductable	policy_annual_premium	umbrella_limit	insured_zip	insured_sex	...	witnesses	police_report_available	total_claim_amount	injury_claim	property_claim	vehicle_claim	auto_make	auto_model	auto_year	fraud_reported
policy_number
521585	328	48	17-10-2014	OH	250/500	1000	1406.91	0	466132	MALE	...	2	YES	71610	6510	13020	52080	Saab	92x	2004	Y
342868	228	42	27-06-2006	IN	250/500	2000	1197.22	5000000	468176	MALE	...	0	?	5070	780	780	3510	Mercedes	E400	2007	Y
687698	134	29	06-09-2000	OH	100/300	2000	1413.14	5000000	430632	FEMALE	...	3	NO	34650	7700	3850	23100	Dodge	RAM	2007	N
227811	256	41	25-05-1990	IL	250/500	2000	1415.74	6000000	608117	FEMALE	...	2	NO	63400	6340	6340	50720	Chevrolet	Tahoe	2014	Y
367455	228	44	06-06-2014	IL	500/1000	1000	1583.91	6000000	610706	MALE	...	1	NO	6500	1300	650	4550	Accura	RSX	2009	N
104594	256	39	12-10-2006	OH	250/500	1000	1351.10	0	478456	FEMALE	...	2	NO	64100	6410	6410	51280	Saab	95	2003	Y
413978	137	34	04-06-2000	IN	250/500	1000	1333.35	0	441716	MALE	...	0	?	78650	21450	7150	50050	Nissan	Pathfinder	2012	N
429027	165	37	03-02-1990	IL	100/300	1000	1137.03	0	603195	MALE	...	2	YES	51590	9380	9380	32830	Audi	A5	2015	N
485665	27	33	05-02-1997	IL	100/300	500	1442.99	0	601734	FEMALE	...	1	YES	27700	2770	2770	22160	Toyota	Camry	2012	N
636550	212	42	25-07-2011	IL	100/300	500	1315.68	0	600983	MALE	...	1	?	42300	4700	4700	32900	Saab	92x	1996	N

10 rows × 38 columns

sns.boxplot(x=fraud_df['months_as_customer'],y=fraud_df['fraud_reported'])

<AxesSubplot:xlabel='months_as_customer', ylabel='fraud_reported'>

Inference

We can see that few of the columns are not significant

We can see that months_as_customer and fraud_reported follow normal distribution

sns.displot(fraud_df['months_as_customer'])

<seaborn.axisgrid.FacetGrid at 0x1b9116e1f10>

sns.distplot(fraud_df['age'])

C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).
  warnings.warn(msg, FutureWarning)

<AxesSubplot:xlabel='age', ylabel='Density'>

sns.countplot(fraud_df.auto_make)

C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(

<AxesSubplot:xlabel='auto_make', ylabel='count'>

sns.countplot(fraud_df.fraud_reported)

C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(

<AxesSubplot:xlabel='fraud_reported', ylabel='count'>

EDA

num=[]
cat=[]
for i in fraud_df.columns:
    if fraud_df[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)

print(cat)

['policy_bind_date', 'policy_state', 'policy_csl', 'insured_sex', 'insured_education_level', 'insured_occupation', 'insured_hobbies', 'insured_relationship', 'incident_date', 'incident_type', 'collision_type', 'incident_severity', 'authorities_contacted', 'incident_state', 'incident_city', 'incident_location', 'property_damage', 'police_report_available', 'auto_make', 'auto_model', 'fraud_reported']

print(num)

['months_as_customer', 'age', 'policy_deductable', 'policy_annual_premium', 'umbrella_limit', 'insured_zip', 'capital-gains', 'capital-loss', 'incident_hour_of_the_day', 'number_of_vehicles_involved', 'bodily_injuries', 'witnesses', 'total_claim_amount', 'injury_claim', 'property_claim', 'vehicle_claim', 'auto_year']

fraud_df[num].describe().T

	count	mean	std	min	25%	50%	75%	max
months_as_customer	1000.0	2.039540e+02	1.151132e+02	0.00	115.7500	199.5	276.250	479.00
age	1000.0	3.894800e+01	9.140287e+00	19.00	32.0000	38.0	44.000	64.00
policy_deductable	1000.0	1.136000e+03	6.118647e+02	500.00	500.0000	1000.0	2000.000	2000.00
policy_annual_premium	1000.0	1.256406e+03	2.441674e+02	433.33	1089.6075	1257.2	1415.695	2047.59
umbrella_limit	1000.0	1.101000e+06	2.297407e+06	-1000000.00	0.0000	0.0	0.000	10000000.00
insured_zip	1000.0	5.012145e+05	7.170161e+04	430104.00	448404.5000	466445.5	603251.000	620962.00
capital-gains	1000.0	2.512610e+04	2.787219e+04	0.00	0.0000	0.0	51025.000	100500.00
capital-loss	1000.0	-2.679370e+04	2.810410e+04	-111100.00	-51500.0000	-23250.0	0.000	0.00
incident_hour_of_the_day	1000.0	1.164400e+01	6.951373e+00	0.00	6.0000	12.0	17.000	23.00
number_of_vehicles_involved	1000.0	1.839000e+00	1.018880e+00	1.00	1.0000	1.0	3.000	4.00
bodily_injuries	1000.0	9.920000e-01	8.201272e-01	0.00	0.0000	1.0	2.000	2.00
witnesses	1000.0	1.487000e+00	1.111335e+00	0.00	1.0000	1.0	2.000	3.00
total_claim_amount	1000.0	5.276194e+04	2.640153e+04	100.00	41812.5000	58055.0	70592.500	114920.00
injury_claim	1000.0	7.433420e+03	4.880952e+03	0.00	4295.0000	6775.0	11305.000	21450.00
property_claim	1000.0	7.399570e+03	4.824726e+03	0.00	4445.0000	6750.0	10885.000	23670.00
vehicle_claim	1000.0	3.792895e+04	1.888625e+04	70.00	30292.5000	42100.0	50822.500	79560.00
auto_year	1000.0	2.005103e+03	6.015861e+00	1995.00	2000.0000	2005.0	2010.000	2015.00

fraud_df.replace({'umbrella_limit':-1000000.00},{'umbrella_limit':0},inplace=True)

fraud_df[num].describe().T

	count	mean	std	min	25%	50%	75%	max
months_as_customer	1000.0	2.039540e+02	1.151132e+02	0.00	115.7500	199.5	276.250	479.00
age	1000.0	3.894800e+01	9.140287e+00	19.00	32.0000	38.0	44.000	64.00
policy_deductable	1000.0	1.136000e+03	6.118647e+02	500.00	500.0000	1000.0	2000.000	2000.00
policy_annual_premium	1000.0	1.256406e+03	2.441674e+02	433.33	1089.6075	1257.2	1415.695	2047.59
umbrella_limit	1000.0	1.102000e+06	2.296709e+06	0.00	0.0000	0.0	0.000	10000000.00
insured_zip	1000.0	5.012145e+05	7.170161e+04	430104.00	448404.5000	466445.5	603251.000	620962.00
capital-gains	1000.0	2.512610e+04	2.787219e+04	0.00	0.0000	0.0	51025.000	100500.00
capital-loss	1000.0	-2.679370e+04	2.810410e+04	-111100.00	-51500.0000	-23250.0	0.000	0.00
incident_hour_of_the_day	1000.0	1.164400e+01	6.951373e+00	0.00	6.0000	12.0	17.000	23.00
number_of_vehicles_involved	1000.0	1.839000e+00	1.018880e+00	1.00	1.0000	1.0	3.000	4.00
bodily_injuries	1000.0	9.920000e-01	8.201272e-01	0.00	0.0000	1.0	2.000	2.00
witnesses	1000.0	1.487000e+00	1.111335e+00	0.00	1.0000	1.0	2.000	3.00
total_claim_amount	1000.0	5.276194e+04	2.640153e+04	100.00	41812.5000	58055.0	70592.500	114920.00
injury_claim	1000.0	7.433420e+03	4.880952e+03	0.00	4295.0000	6775.0	11305.000	21450.00
property_claim	1000.0	7.399570e+03	4.824726e+03	0.00	4445.0000	6750.0	10885.000	23670.00
vehicle_claim	1000.0	3.792895e+04	1.888625e+04	70.00	30292.5000	42100.0	50822.500	79560.00
auto_year	1000.0	2.005103e+03	6.015861e+00	1995.00	2000.0000	2005.0	2010.000	2015.00

fraud_df[cat].describe().T

	count	unique	top	freq
policy_bind_date	1000	951	01-01-2006	3
policy_state	1000	3	OH	352
policy_csl	1000	3	250/500	351
insured_sex	1000	2	FEMALE	537
insured_education_level	1000	7	JD	161
insured_occupation	1000	14	machine-op-inspct	93
insured_hobbies	1000	20	reading	64
insured_relationship	1000	6	own-child	183
incident_date	1000	60	02-02-2015	28
incident_type	1000	4	Multi-vehicle Collision	419
collision_type	1000	4	Rear Collision	292
incident_severity	1000	4	Minor Damage	354
authorities_contacted	1000	5	Police	292
incident_state	1000	7	NY	262
incident_city	1000	7	Springfield	157
incident_location	1000	1000	3340 3rd Hwy	1
property_damage	1000	3	?	360
police_report_available	1000	3	NO	343
auto_make	1000	14	Dodge	80
auto_model	1000	39	RAM	43
fraud_reported	1000	2	N	753

fraud_df.loc[fraud_df['property_damage'] == '?']

	months_as_customer	age	policy_bind_date	policy_state	policy_csl	policy_deductable	policy_annual_premium	umbrella_limit	insured_zip	insured_sex	...	witnesses	police_report_available	total_claim_amount	injury_claim	property_claim	vehicle_claim	auto_make	auto_model	auto_year	fraud_reported
policy_number
342868	228	42	27-06-2006	IN	250/500	2000	1197.22	5000000	468176	MALE	...	0	?	5070	780	780	3510	Mercedes	E400	2007	Y
227811	256	41	25-05-1990	IL	250/500	2000	1415.74	6000000	608117	FEMALE	...	2	NO	63400	6340	6340	50720	Chevrolet	Tahoe	2014	Y
413978	137	34	04-06-2000	IN	250/500	1000	1333.35	0	441716	MALE	...	0	?	78650	21450	7150	50050	Nissan	Pathfinder	2012	N
429027	165	37	03-02-1990	IL	100/300	1000	1137.03	0	603195	MALE	...	2	YES	51590	9380	9380	32830	Audi	A5	2015	N
558938	70	26	08-06-2005	OH	500/1000	1000	1199.44	5000000	619884	MALE	...	2	YES	52110	5790	5790	40530	Nissan	Maxima	2012	N
143972	196	39	02-08-1992	IN	500/1000	2000	1475.73	0	477670	FEMALE	...	0	NO	60400	6040	6040	48320	Nissan	Pathfinder	2014	N
431876	217	41	27-11-2005	IL	500/1000	2000	875.15	0	442479	FEMALE	...	2	?	37840	0	4730	33110	Accura	RSX	1996	N
115399	413	55	08-02-1991	IN	100/300	2000	1268.79	0	453148	MALE	...	2	?	98160	8180	16360	73620	Dodge	RAM	2011	Y
200152	62	28	09-03-2003	IL	100/300	1000	988.45	0	430141	FEMALE	...	1	YES	60200	6020	6020	48160	Suburu	Forrestor	2004	Y
485664	431	54	25-11-2002	IN	500/1000	2000	1155.55	0	615901	FEMALE	...	0	?	62300	12460	6230	43610	Jeep	Wrangler	2007	N
982871	199	37	27-07-1997	IN	250/500	500	1262.08	0	474615	MALE	...	3	NO	60170	10940	10940	38290	Nissan	Pathfinder	2011	Y
616337	116	34	30-08-2012	IN	250/500	500	1737.66	0	470577	MALE	...	1	?	97080	16180	16180	64720	BMW	X5	2001	Y
866931	175	34	07-01-2008	IN	500/1000	1000	1123.87	8000000	446326	FEMALE	...	0	YES	7290	810	810	5670	Volkswagen	Passat	1995	N
691189	430	59	10-01-2004	OH	250/500	2000	1326.62	7000000	477310	MALE	...	3	YES	81800	16360	8180	57260	Nissan	Pathfinder	1998	N
537546	91	27	20-08-1994	IL	100/300	2000	1073.83	0	609930	FEMALE	...	2	?	7260	1320	660	5280	BMW	M5	2008	N
394975	217	39	02-06-2002	IN	100/300	1000	1530.52	0	603993	MALE	...	1	YES	4300	430	430	3440	Toyota	Corolla	2000	N
524836	439	56	20-11-2008	IN	250/500	500	1082.49	0	606714	FEMALE	...	3	?	56430	0	6270	50160	Honda	CRV	2014	N
486676	271	42	15-08-2011	OH	100/300	500	1105.49	0	463181	FEMALE	...	3	?	68310	12420	6210	49680	Audi	A3	2003	Y
279422	227	38	27-10-2013	OH	500/1000	500	976.67	0	471600	FEMALE	...	2	?	72200	14440	7220	50540	BMW	M5	2013	Y
645258	244	40	04-07-1997	OH	500/1000	2000	1267.81	5000000	603123	FEMALE	...	1	?	6600	660	1320	4620	Accura	TL	2005	N
498140	284	48	15-05-1997	IN	500/1000	2000	769.95	0	605486	MALE	...	3	NO	60940	5540	11080	44320	Audi	A3	2013	Y
614763	134	32	02-01-1991	IL	500/1000	500	1612.43	0	456762	FEMALE	...	1	YES	64240	11680	11680	40880	BMW	3 Series	2015	N
740019	295	48	17-06-2009	OH	250/500	1000	1148.73	0	439787	FEMALE	...	2	YES	5400	900	900	3600	Saab	95	1999	N
389238	279	41	06-06-2001	IL	250/500	500	1497.35	0	460742	FEMALE	...	3	NO	28800	0	3600	25200	Ford	Fusion	2013	N
632627	464	61	07-10-1990	OH	500/1000	1000	1125.37	0	604450	FEMALE	...	2	YES	79800	6650	19950	53200	Saab	95	2000	Y
163161	298	47	11-11-1998	IL	500/1000	2000	1338.50	0	618929	FEMALE	...	0	?	70590	10860	10860	48870	Saab	93	2000	Y
776860	261	42	11-01-2009	OH	250/500	500	1337.56	0	605141	FEMALE	...	2	YES	74700	7470	14940	52290	Dodge	RAM	2010	N
395269	210	41	02-11-2012	IL	500/1000	500	1222.75	0	432781	MALE	...	0	NO	81070	14740	14740	51590	BMW	X5	2001	N
981123	168	32	04-05-2000	IN	100/300	1000	1059.52	0	452748	MALE	...	1	?	57720	14430	9620	33670	Saab	93	2007	N
330591	225	41	05-08-1993	OH	500/1000	2000	1103.58	0	475292	MALE	...	2	NO	70400	6400	12800	51200	Toyota	Highlander	2011	Y
531640	245	39	21-04-2001	OH	250/500	500	964.79	8000000	460675	FEMALE	...	1	?	72820	13240	6620	52960	BMW	3 Series	2010	N
155724	203	38	20-02-1998	IL	250/500	500	1394.43	0	606352	FEMALE	...	1	YES	55440	0	6160	49280	Nissan	Maxima	1999	Y
428230	165	32	04-06-2012	IN	500/1000	500	1399.26	0	611586	FEMALE	...	0	?	3960	330	660	2970	BMW	M5	1998	N
469874	81	28	17-09-2011	IL	250/500	1000	1139.00	6000000	617858	FEMALE	...	2	?	44730	4970	4970	34790	Saab	92x	2000	Y
620215	194	39	27-07-2005	IN	250/500	500	823.17	0	455689	MALE	...	2	NO	61500	6150	12300	43050	Dodge	RAM	2012	N
618659	112	27	18-10-2005	OH	100/300	500	965.13	0	450341	FEMALE	...	1	?	51000	8500	8500	34000	Nissan	Pathfinder	2013	N
649082	24	33	19-01-1996	IL	500/1000	1000	1922.84	0	431277	FEMALE	...	1	NO	46800	4680	9360	32760	Jeep	Wrangler	2002	N
437573	93	32	29-09-2005	OH	250/500	2000	1624.82	0	454656	MALE	...	1	?	78120	17360	8680	52080	BMW	3 Series	2006	N
932502	200	40	11-05-2010	IL	100/300	1000	1439.34	0	444822	FEMALE	...	0	NO	3690	410	410	2870	Ford	Escape	2015	N
935277	325	46	09-07-2013	IL	500/1000	500	1348.83	0	474360	FEMALE	...	2	YES	76120	13840	6920	55360	Toyota	Camry	1999	N
456604	287	41	29-03-2004	IL	500/1000	2000	968.74	0	477519	MALE	...	3	?	5170	470	940	3760	Suburu	Forrestor	2001	N
139872	122	34	01-06-2006	IN	250/500	1000	1220.71	0	603639	MALE	...	1	YES	8190	1890	1260	5040	Chevrolet	Silverado	2013	N
354105	22	29	08-06-1994	IN	250/500	2000	1238.62	6000000	463993	MALE	...	3	?	70800	7080	14160	49560	Accura	MDX	2012	Y
165485	106	31	12-02-1998	IL	500/1000	2000	1320.75	0	441491	FEMALE	...	3	YES	45630	5070	5070	35490	Accura	MDX	2011	N
795686	214	41	24-10-2004	IL	500/1000	500	1398.51	4000000	472214	MALE	...	0	NO	64000	12800	6400	44800	BMW	X6	1996	Y
395983	209	38	08-11-2009	OH	100/300	500	1355.08	0	614945	FEMALE	...	1	?	47300	4730	4730	37840	Nissan	Pathfinder	2014	N
217938	193	41	16-07-1995	OH	250/500	500	847.03	0	438555	FEMALE	...	0	YES	112320	17280	17280	77760	Suburu	Impreza	2011	Y
203914	134	32	09-06-2001	OH	100/300	1000	1000.06	0	440961	FEMALE	...	0	?	82720	7520	15040	60160	Audi	A3	2014	N
565157	288	45	06-10-2002	IL	100/300	1000	1046.71	0	616714	MALE	...	1	?	48060	10680	5340	32040	Mercedes	C300	2009	N
781181	461	61	27-06-2005	OH	100/300	2000	1402.75	0	449557	MALE	...	1	YES	72100	7210	14420	50470	Jeep	Wrangler	2006	N
299796	428	59	29-09-1999	IN	250/500	500	1344.36	7000000	473329	FEMALE	...	3	NO	6500	1300	650	4550	Saab	92x	2013	N
589749	45	38	14-05-2006	IN	100/300	1000	1197.71	0	470117	MALE	...	0	?	78240	13040	13040	52160	Suburu	Legacy	2013	N
854021	136	29	29-04-2010	OH	100/300	500	1203.24	0	600702	FEMALE	...	0	?	6200	1240	620	4340	Honda	Accord	1999	N
139484	278	48	24-07-1999	IN	500/1000	2000	1142.62	7000000	475588	FEMALE	...	0	?	76050	11700	11700	52650	Chevrolet	Silverado	1997	N
335780	14	28	22-07-2002	OH	250/500	2000	1587.96	0	601617	FEMALE	...	1	YES	71280	12960	12960	45360	Audi	A5	2012	Y
140880	276	46	29-03-2005	IL	250/500	500	1448.84	0	430987	FEMALE	...	1	NO	5940	660	660	4620	Toyota	Highlander	2015	N
288580	119	28	22-11-2012	OH	250/500	2000	1079.92	0	430886	MALE	...	1	YES	53600	6700	6700	40200	Volkswagen	Jetta	2007	Y
425973	8	31	11-02-2003	IN	250/500	500	1229.16	4000000	604804	FEMALE	...	2	YES	48100	11100	7400	29600	Volkswagen	Jetta	2014	N
648509	324	46	06-03-2010	IN	100/300	2000	897.89	6000000	618862	MALE	...	0	YES	79600	15920	15920	47760	Jeep	Wrangler	2011	N
651861	235	39	07-01-2011	IL	100/300	500	1046.58	4000000	434982	MALE	...	1	NO	4950	450	900	3600	Chevrolet	Silverado	2010	N
125324	53	36	13-09-2003	OH	500/1000	2000	1712.68	0	614233	MALE	...	0	YES	51100	10220	5110	35770	Audi	A3	2006	N
391652	86	26	12-10-1998	OH	100/300	500	1382.88	7000000	434923	MALE	...	1	YES	81840	14880	7440	59520	Chevrolet	Malibu	2011	Y
922167	296	46	23-02-1993	OH	100/300	1000	1141.35	7000000	476456	MALE	...	2	NO	54900	5490	5490	43920	Mercedes	C300	2013	N
226330	177	34	23-01-2013	IL	100/300	2000	1057.77	0	477382	FEMALE	...	1	NO	18000	2250	2250	13500	Audi	A3	2009	N
524230	81	25	23-02-2014	IN	100/300	500	920.30	5000000	461958	FEMALE	...	0	?	73920	13440	6720	53760	Honda	Civic	2003	Y
868283	252	39	06-02-2006	IN	250/500	1000	1086.21	0	455340	MALE	...	2	?	50490	5610	5610	39270	Nissan	Maxima	2001	N
918777	73	26	04-04-2003	IL	250/500	2000	1191.19	4000000	468813	MALE	...	1	YES	40160	5020	0	35140	Chevrolet	Tahoe	2003	N
602410	196	36	16-01-1996	IN	250/500	2000	1463.07	0	615611	MALE	...	1	NO	5300	530	530	4240	Jeep	Grand Cherokee	2001	Y
171254	285	43	07-11-1994	OH	100/300	2000	1512.58	0	452496	FEMALE	...	1	?	2520	280	280	1960	BMW	3 Series	1997	N
505969	342	49	07-04-1998	OH	250/500	500	1722.95	0	472634	MALE	...	0	YES	76700	7670	7670	61360	Suburu	Legacy	2006	N
547744	128	32	08-07-2001	OH	100/300	2000	768.91	0	443522	FEMALE	...	0	NO	59800	5980	5980	47840	Ford	F150	1999	Y
598124	124	29	20-09-1993	OH	500/1000	500	1301.72	0	441726	MALE	...	3	YES	72000	7200	7200	57600	Audi	A3	2005	N
218684	210	37	05-08-2006	IN	500/1000	2000	1048.46	0	466676	MALE	...	2	?	7080	1180	590	5310	Dodge	RAM	1999	N
743163	11	40	09-04-2001	OH	500/1000	2000	1217.69	0	440106	FEMALE	...	0	?	53460	9720	9720	34020	Dodge	Neon	2004	Y
509928	272	43	25-07-1995	OH	100/300	1000	1279.13	0	615226	MALE	...	2	YES	81070	7370	14740	58960	Audi	A3	2006	Y
970607	38	28	28-03-1995	OH	250/500	1000	1019.44	0	437387	MALE	...	1	NO	7200	1440	720	5040	BMW	X5	2004	N
174701	328	46	19-06-1996	IL	500/1000	500	1314.60	0	458139	FEMALE	...	3	?	70290	12780	6390	51120	Saab	92x	1998	Y
114839	362	50	01-01-2006	IL	250/500	500	1198.34	4000000	619735	MALE	...	1	NO	57060	6340	6340	44380	Mercedes	E400	1995	N
872734	241	38	19-05-1990	IN	100/300	2000	1003.23	0	470485	FEMALE	...	3	YES	77880	12980	12980	51920	Accura	MDX	2008	N
629663	343	52	21-01-2002	IL	500/1000	1000	1053.02	0	602402	FEMALE	...	2	NO	47630	12990	4330	30310	Toyota	Corolla	2005	Y
241562	154	37	28-01-2010	IL	250/500	1000	2047.59	0	439269	FEMALE	...	3	NO	79530	14460	7230	57840	Accura	MDX	2000	N
511621	235	42	22-09-1990	IN	250/500	500	1072.62	0	444913	FEMALE	...	1	YES	69100	6910	6910	55280	Toyota	Highlander	2006	N
476923	172	35	19-09-2004	IL	100/300	2000	1219.04	0	456602	MALE	...	0	NO	79750	14500	14500	50750	Nissan	Pathfinder	1999	N
735822	27	28	28-08-1995	IN	100/300	2000	1371.78	0	451560	MALE	...	2	YES	53600	5360	10720	37520	Audi	A5	2015	Y
280709	272	41	06-05-1991	OH	500/1000	2000	1608.34	0	466718	FEMALE	...	1	?	71060	6460	12920	51680	Saab	92x	2010	N
547802	249	43	03-09-2013	IL	250/500	1000	1518.46	0	606238	FEMALE	...	0	YES	53500	5350	5350	42800	Saab	92x	2015	N
390381	190	40	27-01-2007	OH	500/1000	2000	965.21	0	610354	FEMALE	...	1	YES	6300	630	630	5040	Nissan	Ultima	2001	N
629918	174	36	14-10-2005	IL	100/300	2000	1278.75	0	461328	FEMALE	...	2	NO	65400	10900	10900	43600	Dodge	RAM	2012	N
187775	269	44	21-12-2002	OH	100/300	500	1297.75	4000000	451280	FEMALE	...	1	?	98670	15180	15180	68310	Chevrolet	Tahoe	2010	Y
326322	101	27	10-02-2007	IL	250/500	1000	433.33	0	603269	MALE	...	3	NO	5900	1180	590	4130	Mercedes	E400	2009	N
146138	94	30	01-03-2002	IN	250/500	2000	1025.54	0	442632	FEMALE	...	3	YES	64100	6410	6410	51280	Chevrolet	Malibu	2001	N
212674	440	61	01-09-1992	OH	250/500	500	1050.76	0	467942	MALE	...	3	NO	53640	5960	5960	41720	Nissan	Maxima	2004	Y
843227	134	30	28-09-2007	OH	250/500	2000	1443.32	0	613287	FEMALE	...	2	YES	47790	5310	5310	37170	Suburu	Impreza	1995	Y
283925	122	29	21-11-1991	OH	250/500	1000	1629.94	0	620104	FEMALE	...	1	NO	3850	350	350	3150	Dodge	Neon	2014	N
475588	156	31	21-09-1996	IL	100/300	2000	1134.08	0	446895	MALE	...	0	?	59000	5900	5900	47200	Ford	Fusion	2013	Y
226725	244	40	11-08-1999	IN	500/1000	2000	1304.67	7000000	605408	MALE	...	1	?	61490	5590	11180	44720	Dodge	RAM	2001	N
889883	246	45	03-02-1999	IL	250/500	1000	1665.45	0	445853	MALE	...	2	?	53280	11840	5920	35520	Toyota	Camry	2006	Y
577810	369	55	15-04-2013	OH	250/500	2000	1589.54	0	444734	MALE	...	0	YES	85300	17060	8530	59710	Toyota	Highlander	2003	N
727792	107	26	19-05-2014	OH	100/300	500	974.59	0	466838	FEMALE	...	0	NO	59700	11940	11940	35820	Nissan	Ultima	2002	N
367595	243	43	03-02-2006	IN	500/1000	500	1307.74	0	466137	FEMALE	...	1	NO	37530	4170	4170	29190	Jeep	Wrangler	2008	N
512813	108	33	27-01-1990	IL	100/300	2000	694.45	0	450703	FEMALE	...	1	YES	64350	5850	11700	46800	Nissan	Pathfinder	2011	Y
987905	436	58	30-04-2002	OH	250/500	2000	1407.01	5000000	475705	MALE	...	2	?	59900	11980	5990	41930	BMW	X5	1997	Y
967756	189	36	28-04-2007	OH	250/500	2000	1388.58	0	459122	FEMALE	...	3	YES	79560	13260	13260	53040	Ford	Escape	2009	N
786957	219	40	29-10-2006	OH	100/300	500	1134.91	0	452735	FEMALE	...	0	NO	6400	640	640	5120	Toyota	Camry	1997	N
444422	59	40	28-09-2011	IL	250/500	2000	782.23	0	449221	MALE	...	2	NO	51570	5730	11460	34380	BMW	X5	2010	N
689500	39	31	28-01-2003	IL	250/500	2000	1366.90	0	459322	FEMALE	...	0	NO	52700	10540	10540	31620	BMW	X6	2014	Y
384618	156	37	09-02-1993	IN	250/500	500	1090.65	0	608331	MALE	...	2	YES	53400	5340	5340	42720	Honda	Civic	2010	Y
756459	123	31	05-08-2005	IN	250/500	500	1326.00	0	438546	FEMALE	...	2	NO	72120	12020	12020	48080	Mercedes	ML350	2009	N
419954	247	39	07-12-1993	IL	100/300	500	806.31	0	602177	FEMALE	...	3	?	3300	600	0	2700	Dodge	RAM	2003	N
426708	267	40	09-10-2009	IL	250/500	500	1155.53	5000000	465158	MALE	...	2	NO	5670	1260	630	3780	Ford	F150	1997	N
771236	175	34	29-05-1995	OH	100/300	500	915.29	0	607893	FEMALE	...	1	YES	36720	4080	4080	28560	Honda	Accord	2009	Y
235869	111	29	22-01-2011	IL	250/500	500	1239.55	2000000	464736	FEMALE	...	1	YES	52800	4800	9600	38400	Mercedes	ML350	1996	Y
371635	156	37	13-10-1991	OH	500/1000	1000	1086.48	6000000	444903	MALE	...	1	YES	77440	14080	7040	56320	Suburu	Legacy	1999	N
582973	10	26	11-06-2008	IN	100/300	2000	765.64	0	466191	MALE	...	3	?	31350	2850	5700	22800	Honda	Accord	2001	Y
278091	158	33	04-12-2013	OH	100/300	2000	1327.41	0	440930	FEMALE	...	0	?	35000	3500	7000	24500	Suburu	Legacy	2012	N
153154	436	59	21-08-2010	OH	500/1000	1000	1338.55	0	430380	MALE	...	2	NO	68000	13600	6800	47600	Toyota	Corolla	2014	N
162004	1	33	19-09-1995	IL	250/500	500	903.32	0	451184	FEMALE	...	0	?	31700	6340	3170	22190	Toyota	Highlander	2006	N
576723	266	44	07-12-1999	IL	250/500	500	1611.83	0	460176	MALE	...	2	YES	32800	3280	3280	26240	BMW	3 Series	2012	N
414913	257	40	17-07-2012	IN	250/500	500	1379.93	0	608228	MALE	...	2	YES	51810	9420	4710	37680	Audi	A3	2002	Y
818413	129	28	23-02-1990	OH	500/1000	1000	1377.94	0	442540	MALE	...	3	?	44640	9920	4960	29760	Toyota	Camry	2005	N
487356	283	46	30-08-2000	IL	500/1000	2000	1313.33	0	455332	FEMALE	...	3	NO	77660	7060	14120	56480	Nissan	Maxima	2004	Y
865839	101	26	02-08-1991	IL	500/1000	1000	1371.88	0	462420	FEMALE	...	2	?	3190	580	580	2030	Suburu	Legacy	1995	N
406567	96	30	25-09-2001	OH	100/300	500	1399.27	6000000	448913	MALE	...	0	YES	53440	0	6680	46760	Ford	Escape	2004	N
563878	120	30	16-07-2002	IN	250/500	500	956.69	0	438237	FEMALE	...	1	YES	87100	8710	8710	69680	Saab	92x	2000	N
620855	212	35	29-04-1990	IN	500/1000	2000	1123.89	0	468313	MALE	...	3	?	50380	4580	4580	41220	Suburu	Forrestor	1996	N
445973	66	26	13-11-1998	IL	250/500	1000	988.29	0	476502	MALE	...	2	YES	57860	0	10520	47340	Suburu	Impreza	2008	Y
156694	334	47	24-05-2001	IL	500/1000	500	1238.89	0	600561	MALE	...	3	NO	6240	960	960	4320	Ford	Fusion	2011	N
421940	216	38	03-06-2014	IN	100/300	1000	1384.64	5000000	600754	FEMALE	...	3	NO	66600	16650	11100	38850	Jeep	Grand Cherokee	2012	Y
553565	257	43	18-02-1999	IN	500/1000	2000	929.70	6000000	618632	FEMALE	...	2	YES	63240	10540	5270	47430	Mercedes	E400	2005	N
331595	230	39	29-11-1999	IL	100/300	1000	904.70	7000000	454530	FEMALE	...	3	NO	74200	14840	14840	44520	Accura	TL	2002	Y
701521	270	44	05-07-2003	IL	500/1000	2000	1030.95	0	435985	FEMALE	...	0	NO	35900	7180	3590	25130	Audi	A3	2007	Y
958785	475	57	18-02-1995	OH	100/300	500	1216.56	0	436522	MALE	...	2	NO	78000	6500	13000	58500	Suburu	Forrestor	2000	N
563837	177	33	30-12-2002	IL	100/300	1000	1609.67	0	470128	MALE	...	3	?	82800	20700	13800	48300	Jeep	Grand Cherokee	2004	Y
386690	162	31	21-02-2006	IN	100/300	1000	1050.24	0	456789	FEMALE	...	0	NO	3600	360	720	2520	BMW	X5	2013	Y
979285	154	36	17-12-2003	IL	250/500	2000	1313.51	7000000	600904	FEMALE	...	0	?	2800	280	280	2240	Volkswagen	Passat	2015	N
216738	10	19	05-08-2014	IN	250/500	1000	1185.78	0	478837	FEMALE	...	2	?	48950	4450	8900	35600	Accura	TL	2011	Y
954191	273	41	17-02-2010	OH	500/1000	1000	1403.90	0	449793	FEMALE	...	2	YES	44110	4010	8020	32080	Honda	Accord	2015	N
457244	419	53	28-01-1998	IL	500/1000	2000	736.07	6000000	445339	MALE	...	0	YES	62280	5190	10380	46710	Suburu	Forrestor	2012	N
206667	315	44	05-05-1993	IL	250/500	1000	974.16	6000000	438328	FEMALE	...	0	YES	26730	4860	4860	17010	Volkswagen	Jetta	2006	N
745200	72	29	06-08-1994	OH	500/1000	500	973.80	0	479913	FEMALE	...	0	NO	66200	6620	6620	52960	Dodge	Neon	2013	N
412703	32	26	14-11-2014	OH	100/300	2000	1260.32	6000000	460760	MALE	...	2	?	45500	9100	4550	31850	Toyota	Corolla	2009	N
736771	230	41	14-12-1991	IN	100/300	1000	1464.03	0	444797	MALE	...	0	?	53040	4420	4420	44200	Audi	A3	2006	N
347984	157	32	21-10-2009	OH	100/300	2000	617.11	0	436711	MALE	...	2	NO	50800	10160	5080	35560	Mercedes	E400	2013	Y
626074	265	41	29-09-1997	IN	250/500	2000	1724.46	6000000	432491	FEMALE	...	3	?	44200	4420	4420	35360	Audi	A5	2014	N
999435	113	29	01-01-2008	OH	250/500	2000	1091.73	0	601213	MALE	...	2	YES	49950	5550	5550	38850	Nissan	Ultima	2004	Y
204294	7	21	16-11-1991	IN	500/1000	1000	1342.72	0	445638	MALE	...	2	?	62460	6940	6940	48580	Honda	Accord	2003	N
751612	297	48	22-06-2009	IN	250/500	1000	1464.73	3000000	443861	MALE	...	0	NO	51480	5720	5720	40040	Toyota	Highlander	2013	N
756981	406	58	02-10-2003	OH	250/500	2000	1117.04	0	605121	MALE	...	2	?	65520	10920	5460	49140	Volkswagen	Jetta	2009	N
463727	6	27	05-08-1992	OH	250/500	500	1075.71	0	604328	FEMALE	...	1	YES	3190	580	290	2320	Saab	95	2015	N
689901	344	51	28-04-1992	IN	100/300	2000	1398.46	0	455672	MALE	...	2	NO	82830	7530	15060	60240	Audi	A5	2004	N
396224	65	30	08-09-2009	IN	100/300	500	1455.65	4000000	616706	FEMALE	...	3	NO	79800	15960	7980	55860	Honda	Civic	1999	N
682178	280	41	18-12-1994	OH	500/1000	2000	1140.31	0	473243	MALE	...	3	YES	53020	9640	9640	33740	Toyota	Corolla	1999	N
596298	269	45	23-08-1996	IN	500/1000	500	1330.46	0	435552	FEMALE	...	0	NO	24200	2200	4400	17600	Suburu	Forrestor	2008	N
253005	275	40	20-11-1991	OH	250/500	2000	1190.60	0	434206	MALE	...	3	YES	43230	7860	7860	27510	Chevrolet	Silverado	2001	N
631565	283	43	14-07-1997	IN	100/300	2000	1161.91	0	457722	FEMALE	...	3	NO	5850	1300	650	3900	BMW	M5	2006	N
302669	56	29	29-06-2006	IL	100/300	1000	1523.17	0	610479	MALE	...	2	YES	94560	7880	15760	70920	Jeep	Grand Cherokee	1995	N
971295	328	49	01-10-2001	OH	500/1000	500	1434.51	0	460535	FEMALE	...	2	YES	71440	8930	8930	53580	Mercedes	ML350	2005	N
525224	147	37	02-10-1992	IN	250/500	1000	1306.78	0	466818	MALE	...	0	NO	81120	13520	20280	47320	Toyota	Camry	1995	N
355085	8	21	09-10-2012	IN	500/1000	500	1021.90	0	464237	MALE	...	0	?	91260	14040	14040	63180	Toyota	Corolla	2012	N
830729	297	48	10-02-1993	IN	100/300	1000	1538.60	0	618455	FEMALE	...	0	?	60600	6060	12120	42420	Ford	Fusion	2004	N
651948	150	31	28-09-1994	IN	500/1000	1000	1354.50	0	456602	MALE	...	3	YES	64800	6480	12960	45360	Suburu	Forrestor	2000	Y
424358	4	34	24-05-2003	OH	500/1000	500	1282.93	0	616126	FEMALE	...	0	?	66880	6080	12160	48640	Chevrolet	Silverado	1996	Y
268833	91	31	18-09-1999	IN	100/300	1000	1338.40	4000000	431937	FEMALE	...	0	NO	60570	6730	6730	47110	Nissan	Maxima	2011	N
287489	167	36	03-02-1994	IL	100/300	1000	949.44	0	448603	FEMALE	...	0	NO	69680	8710	8710	52260	Mercedes	ML350	2008	Y
497347	270	45	23-08-2003	OH	500/1000	500	1187.53	0	615383	FEMALE	...	0	YES	54340	9880	0	44460	Saab	92x	2005	N
847123	143	34	19-03-2014	IL	100/300	500	1442.27	0	435100	MALE	...	3	YES	58500	11700	5850	40950	Dodge	RAM	1999	N
172307	146	32	06-12-1993	OH	100/300	2000	1276.43	0	431278	MALE	...	3	?	59940	6660	6660	46620	Honda	CRV	1995	N
432068	61	23	09-03-2007	IL	100/300	500	1111.72	0	448857	MALE	...	2	?	41850	4650	4650	32550	Suburu	Legacy	1997	N
903203	255	44	03-01-2004	OH	500/1000	2000	814.96	6000000	435267	FEMALE	...	2	NO	6400	640	1280	4480	Mercedes	ML350	2005	Y
506333	239	39	22-06-1990	IL	100/300	500	1396.83	0	442308	FEMALE	...	3	NO	76890	6990	13980	55920	BMW	X6	2007	N
722747	20	37	02-09-2011	IL	250/500	500	1482.14	0	613936	FEMALE	...	1	NO	60750	6750	6750	47250	Suburu	Forrestor	2003	N
248467	126	30	06-10-2012	IL	250/500	2000	1171.75	0	472163	FEMALE	...	3	NO	48730	4430	4430	39870	Chevrolet	Malibu	2011	N
910622	78	24	22-03-1992	IN	100/300	500	1175.51	0	474792	MALE	...	1	YES	7480	680	680	6120	Dodge	Neon	2003	N
137675	123	28	03-12-2012	IL	100/300	2000	1836.02	0	470559	MALE	...	1	YES	79800	13300	6650	59850	Volkswagen	Passat	2011	Y
758740	33	33	04-08-1997	IL	500/1000	1000	1096.79	6000000	446898	FEMALE	...	1	?	81400	8140	8140	65120	BMW	M5	1998	N
574637	411	56	30-07-1992	IL	250/500	1000	1595.28	0	479320	FEMALE	...	0	?	38610	3510	3510	31590	Volkswagen	Passat	2007	N
373600	225	37	01-12-2000	OH	100/300	1000	1217.84	5000000	443462	FEMALE	...	2	NO	57600	9600	9600	38400	Volkswagen	Passat	2015	N
396590	460	57	07-11-1997	OH	100/300	2000	1567.37	0	602514	FEMALE	...	3	NO	58300	5830	11660	40810	Nissan	Maxima	2014	Y
218456	245	42	16-07-2002	IL	500/1000	1000	1575.74	7000000	614265	MALE	...	2	?	6490	590	1180	4720	Toyota	Camry	2011	Y
971338	380	56	04-11-2004	OH	100/300	1000	1570.86	0	454685	MALE	...	1	YES	58160	7270	7270	43620	Saab	95	1996	Y
167231	66	28	26-01-1994	IN	100/300	2000	1472.77	0	471366	MALE	...	1	?	48290	8780	8780	30730	Nissan	Maxima	1995	N
807369	69	24	19-06-1992	IN	500/1000	500	1418.50	0	614948	FEMALE	...	0	NO	63300	12660	6330	44310	Dodge	RAM	2012	N
203250	231	43	22-04-2010	IN	100/300	2000	1331.69	0	469653	FEMALE	...	2	NO	66950	10300	10300	46350	Chevrolet	Malibu	2015	N
156636	261	46	10-09-2000	IN	100/300	1000	870.55	0	465631	MALE	...	3	?	80280	13380	13380	53520	Chevrolet	Tahoe	2013	N
284143	321	44	23-04-2008	IL	500/1000	2000	1344.56	6000000	443344	MALE	...	2	NO	4680	520	0	4160	Accura	MDX	1999	N
740518	0	32	18-02-2011	OH	500/1000	1000	1377.04	0	441363	MALE	...	1	NO	39720	6620	6620	26480	Accura	MDX	2002	N
445289	405	58	24-04-2012	IL	250/500	500	1237.88	0	462683	MALE	...	0	?	63580	5780	5780	52020	Mercedes	ML350	1997	Y
357949	1	29	24-05-2006	OH	500/1000	500	854.58	0	612826	FEMALE	...	3	YES	86790	7890	23670	55230	Honda	CRV	2003	N
231127	289	48	29-08-1995	IL	500/1000	500	1173.37	8000000	461744	FEMALE	...	0	?	42900	8580	0	34320	Accura	TL	1999	N
265093	83	24	01-01-2006	IN	500/1000	1000	1070.63	0	462106	FEMALE	...	1	NO	61600	6160	12320	43120	Honda	CRV	2003	N
963680	283	48	04-01-2003	OH	500/1000	1000	1474.66	0	446755	FEMALE	...	3	NO	6560	820	820	4920	Volkswagen	Jetta	2003	N
445694	194	34	24-05-2004	IL	250/500	1000	1193.45	0	464743	MALE	...	1	YES	58800	11760	5880	41160	Nissan	Pathfinder	1997	N
215534	184	38	12-09-1994	IL	250/500	1000	1437.53	0	437889	FEMALE	...	2	NO	53730	11940	5970	35820	Dodge	RAM	2013	Y
168260	284	48	01-03-1991	OH	250/500	1000	1168.80	0	444232	FEMALE	...	3	YES	35750	6500	3250	26000	Mercedes	E400	2001	N
538955	65	27	29-09-2001	IN	100/300	1000	1164.97	0	477695	FEMALE	...	2	YES	42840	3570	7140	32130	Chevrolet	Silverado	2004	N
243226	222	39	10-01-2012	IL	250/500	1000	1232.72	0	458237	MALE	...	0	NO	87960	14660	14660	58640	Jeep	Wrangler	1999	Y
505014	379	54	27-12-2001	IL	100/300	500	1251.16	0	447750	FEMALE	...	1	NO	75960	6330	6330	63300	Jeep	Grand Cherokee	2010	N
534982	354	48	08-04-2003	IL	500/1000	2000	1526.11	5000000	469650	FEMALE	...	3	YES	90240	15040	15040	60160	Chevrolet	Malibu	1995	N
110408	342	53	14-11-2005	IN	100/300	1000	1028.44	0	602304	FEMALE	...	0	NO	80960	14720	7360	58880	Accura	MDX	2000	N
871432	254	46	15-07-2004	IL	250/500	2000	1472.43	0	619794	MALE	...	3	YES	63580	5780	11560	46240	Volkswagen	Jetta	2004	N
689034	138	30	09-01-2002	OH	500/1000	500	1093.07	4000000	463291	FEMALE	...	2	NO	83160	6930	13860	62370	Volkswagen	Jetta	2011	N
743092	239	41	11-11-2013	OH	250/500	1000	1325.44	7000000	474898	FEMALE	...	2	YES	10790	1660	830	8300	Mercedes	E400	2013	N
811042	131	29	04-07-2013	IN	250/500	1000	978.27	0	479821	FEMALE	...	3	NO	76400	15280	7640	53480	Suburu	Forrestor	2003	N
505316	230	43	30-06-2002	IN	100/300	2000	1221.14	0	473394	MALE	...	2	?	75460	13720	13720	48020	Audi	A5	2002	N
950880	210	38	19-12-1998	IN	250/500	500	999.52	0	615229	MALE	...	2	NO	8640	1440	720	6480	Accura	TL	2008	N
788502	101	29	31-08-2014	OH	250/500	500	1380.89	0	620197	MALE	...	1	?	67210	12220	12220	42770	BMW	X6	1996	N
627486	153	37	10-11-2005	IN	500/1000	500	1010.77	0	438215	MALE	...	3	NO	42500	4250	4250	34000	Volkswagen	Jetta	1999	N
618682	185	35	04-03-2000	IN	500/1000	2000	1421.59	0	442695	MALE	...	3	YES	4950	900	450	3600	Ford	F150	2011	N
663938	194	38	26-01-2011	IN	100/300	2000	1231.25	0	604333	FEMALE	...	0	?	53680	4880	9760	39040	Toyota	Camry	2011	N
919875	27	27	29-06-2002	IN	100/300	2000	1118.76	0	470866	FEMALE	...	3	?	61560	6840	6840	47880	Ford	Fusion	2008	N
113464	180	33	19-04-2009	IN	500/1000	2000	1005.47	0	441871	FEMALE	...	3	YES	57700	11540	5770	40390	Jeep	Grand Cherokee	2002	N
403776	371	54	27-04-2012	IN	100/300	2000	1317.97	0	469853	MALE	...	2	?	32280	5380	5380	21520	Ford	Fusion	2010	Y
502634	282	46	17-08-1991	OH	100/300	2000	1558.86	0	450800	MALE	...	2	NO	69400	13880	6940	48580	BMW	M5	2012	N
641934	51	34	25-12-2013	OH	500/1000	500	1430.80	0	461264	MALE	...	3	NO	64200	6420	19260	38520	Honda	Civic	2007	Y
633090	96	27	17-02-2009	IL	100/300	1000	1631.10	0	437323	FEMALE	...	2	NO	6030	670	670	4690	Nissan	Pathfinder	2007	N
464234	180	35	17-07-2005	IL	500/1000	1000	1252.48	0	432148	MALE	...	3	NO	5100	1020	510	3570	Chevrolet	Malibu	2000	N
638155	463	59	03-08-1994	IL	250/500	1000	979.73	0	601848	FEMALE	...	2	NO	72400	7240	14480	50680	Chevrolet	Tahoe	1999	Y
106186	75	25	02-12-2011	IL	500/1000	1000	1389.86	0	472475	FEMALE	...	3	YES	65100	6510	6510	52080	Saab	93	2011	N
311783	193	40	25-02-2005	OH	100/300	500	1233.85	0	457463	FEMALE	...	1	YES	64260	0	14280	49980	Ford	Escape	1999	N
528385	43	43	07-11-1997	IL	500/1000	500	1320.39	0	604861	FEMALE	...	1	?	79970	7270	21810	50890	Honda	CRV	1996	Y
710741	286	41	12-09-2001	IL	100/300	500	1106.77	0	603320	FEMALE	...	0	NO	5000	500	500	4000	Dodge	RAM	2003	N
276804	3	29	27-11-1992	IL	100/300	500	995.70	5000000	615446	FEMALE	...	1	?	5000	500	1000	3500	Mercedes	E400	2008	Y
507545	286	41	07-12-1998	IL	250/500	1000	1298.85	6000000	435967	FEMALE	...	3	YES	54450	6050	12100	36300	Saab	92x	2007	N
796375	64	29	22-10-2011	OH	250/500	2000	1202.28	0	479327	MALE	...	2	NO	43700	4370	4370	34960	Nissan	Pathfinder	2007	Y
171183	98	31	01-02-1990	IN	100/300	500	671.92	0	468300	MALE	...	0	?	64080	7120	7120	49840	Ford	Escape	1997	N
143924	75	27	10-12-1993	OH	100/300	1000	1141.10	0	468515	MALE	...	1	YES	71640	5970	11940	53730	Toyota	Highlander	2008	N
284834	110	27	03-08-2009	OH	500/1000	1000	1664.66	0	465921	FEMALE	...	3	?	57500	5750	5750	46000	Audi	A3	2010	N
927205	137	30	16-12-2011	IL	250/500	500	1039.55	0	466393	MALE	...	1	?	74030	6730	13460	53840	Chevrolet	Tahoe	2005	N
655356	56	42	07-07-1996	IL	250/500	500	1339.39	0	471786	FEMALE	...	2	YES	61490	11180	11180	39130	BMW	X5	1998	N
432740	131	33	09-10-1990	IL	100/300	2000	1081.17	0	445120	MALE	...	1	NO	4900	490	490	3920	Toyota	Camry	2010	N
893853	153	34	27-02-1994	IL	250/500	500	991.39	0	449260	MALE	...	0	NO	77770	14140	14140	49490	Nissan	Pathfinder	2000	N
594988	255	43	06-05-2007	IN	500/1000	500	984.02	0	472724	FEMALE	...	2	?	74700	7470	14940	52290	Nissan	Maxima	2007	Y
191891	97	28	11-02-2010	OH	100/300	1000	830.31	0	443854	MALE	...	0	?	45270	10060	10060	25150	Jeep	Wrangler	2006	N
714346	438	57	05-10-1991	OH	500/1000	500	1119.29	0	616164	FEMALE	...	0	NO	40700	4070	4070	32560	Volkswagen	Passat	2000	Y
326289	87	27	03-01-2004	OH	100/300	500	1048.39	0	620962	FEMALE	...	1	YES	34650	6300	3150	25200	Ford	F150	1996	N
944537	27	28	23-07-1992	OH	500/1000	1000	1074.47	0	465201	MALE	...	0	?	3200	400	400	2400	Jeep	Grand Cherokee	2012	N
779156	206	42	10-10-1993	IL	500/1000	1000	1230.76	0	470488	MALE	...	1	NO	78980	7180	14360	57440	Saab	92x	1997	Y
136520	228	40	01-03-1997	IN	100/300	500	1450.98	0	478609	MALE	...	2	NO	6050	1100	1100	3850	Toyota	Camry	2010	N
912665	330	47	28-05-2014	IL	100/300	2000	1133.27	0	432218	FEMALE	...	2	YES	60500	11000	5500	44000	Ford	F150	1999	Y
469966	128	35	22-07-2004	IN	500/1000	500	1366.60	0	620493	FEMALE	...	1	NO	88220	16040	16040	56140	Chevrolet	Malibu	2008	N
155912	140	35	21-03-2008	OH	100/300	1000	1520.78	0	470538	FEMALE	...	2	YES	2860	520	260	2080	Chevrolet	Tahoe	1997	Y
409074	34	34	19-03-1992	OH	500/1000	500	1295.87	0	438529	FEMALE	...	0	NO	50800	5080	5080	40640	Audi	A3	1997	Y
824728	290	48	24-04-2013	IL	250/500	500	1161.03	5000000	469742	MALE	...	1	?	41520	5190	5190	31140	Nissan	Ultima	2014	N
606037	182	38	10-04-2009	OH	500/1000	2000	1441.06	0	435534	FEMALE	...	3	YES	89650	8150	16300	65200	Dodge	RAM	2005	N
111874	143	32	05-07-2000	IL	500/1000	1000	1464.42	0	468986	FEMALE	...	0	NO	62260	5660	5660	50940	Saab	92x	1995	N
463513	254	40	23-04-1995	IL	250/500	500	1390.89	5000000	453719	MALE	...	2	?	53460	9720	4860	38880	Volkswagen	Jetta	2009	N
757352	112	32	21-12-1999	OH	500/1000	1000	1238.92	0	453400	MALE	...	2	?	5060	460	920	3680	Honda	CRV	2012	N
307469	16	32	28-07-2002	IL	100/300	1000	968.46	0	615767	MALE	...	2	?	59400	6600	13200	39600	Dodge	RAM	1995	Y
298412	107	32	06-05-2002	OH	100/300	500	1172.82	4000000	440680	MALE	...	3	NO	3900	780	390	2730	Ford	F150	2010	N
261905	252	39	28-02-2004	IL	500/1000	500	1312.22	9000000	609949	MALE	...	3	NO	59400	11880	5940	41580	Jeep	Grand Cherokee	2010	Y
674485	303	43	14-01-1999	OH	500/1000	1000	671.01	7000000	479655	FEMALE	...	0	?	60210	6690	6690	46830	Nissan	Maxima	2013	N
223404	101	32	23-01-2002	IL	250/500	500	895.14	0	439964	MALE	...	3	YES	43600	8720	4360	30520	Suburu	Legacy	2010	N
941807	316	46	25-06-2011	OH	100/300	500	1219.94	7000000	431968	FEMALE	...	1	YES	63100	6310	12620	44170	Accura	TL	2000	N
437442	344	51	27-06-2008	IL	100/300	1000	959.83	0	435809	FEMALE	...	2	YES	75400	17400	11600	46400	BMW	X6	2006	Y
730973	209	36	11-01-2010	IN	100/300	2000	1223.39	0	452218	FEMALE	...	3	?	65440	8180	8180	49080	Jeep	Wrangler	2014	N
998865	80	28	05-12-2014	IL	500/1000	1000	1740.57	0	442142	FEMALE	...	1	?	33480	3720	3720	26040	Dodge	Neon	2011	N
749325	276	45	22-03-2000	IL	500/1000	500	948.10	0	430621	FEMALE	...	2	?	69300	13860	6930	48510	Ford	Escape	2010	N
698470	222	38	17-06-2008	IN	100/300	2000	1157.97	0	433853	MALE	...	2	YES	60480	6720	6720	47040	Accura	TL	2001	N
238196	194	41	15-02-1993	IL	250/500	500	1203.81	0	613119	MALE	...	2	?	95900	13700	20550	61650	Saab	95	1999	N
206004	199	38	26-09-1991	IL	250/500	1000	1281.25	0	467780	FEMALE	...	2	NO	44440	8080	4040	32320	BMW	X6	2007	Y
654974	73	30	10-05-2009	OH	100/300	500	803.36	0	435371	FEMALE	...	0	YES	57000	0	11400	45600	Audi	A3	2013	N
641845	176	36	30-03-1995	OH	250/500	500	1865.83	5000000	436173	MALE	...	1	YES	47300	4300	8600	34400	Volkswagen	Jetta	2006	N
794534	145	37	14-12-1991	OH	250/500	2000	1434.27	0	457234	FEMALE	...	3	?	55110	5010	10020	40080	Nissan	Maxima	2002	N
639027	270	41	21-06-1994	IL	250/500	1000	817.28	0	460263	MALE	...	1	NO	60190	4630	9260	46300	Mercedes	ML350	2014	Y
669800	456	62	24-06-2009	OH	250/500	1000	1395.77	0	611651	FEMALE	...	3	NO	66480	5540	11080	49860	Saab	92x	2012	Y
153298	130	34	23-03-2009	OH	100/300	500	990.11	0	442666	MALE	...	3	YES	5830	1060	1060	3710	Dodge	RAM	2015	N
804751	189	39	11-09-1997	OH	250/500	2000	838.02	0	450702	FEMALE	...	0	YES	64400	6440	6440	51520	Dodge	Neon	1997	N
713172	140	32	23-10-1996	IL	250/500	1000	985.97	5000000	457793	FEMALE	...	3	?	82170	14940	7470	59760	Chevrolet	Silverado	1995	Y
621756	243	41	21-04-1997	IN	100/300	1000	1129.23	0	470190	FEMALE	...	0	YES	50300	10060	5030	35210	Suburu	Legacy	1999	Y
947598	219	43	20-06-2002	IN	100/300	1000	1114.29	0	465136	FEMALE	...	2	YES	66660	6060	6060	54540	Toyota	Highlander	2006	N
374545	149	34	28-08-2005	IN	250/500	500	664.86	0	608963	FEMALE	...	1	NO	105040	16160	16160	72720	Dodge	RAM	1999	N
180286	160	33	08-02-2009	IL	500/1000	1000	1422.78	0	616583	FEMALE	...	3	YES	52800	5280	5280	42240	Nissan	Pathfinder	2006	N
662088	224	42	06-03-2005	OH	500/1000	500	1212.75	0	455913	FEMALE	...	0	YES	55200	9200	13800	32200	Honda	Civic	1998	N
178081	385	51	20-07-1990	IN	250/500	1000	976.37	0	602842	FEMALE	...	3	?	67600	13520	6760	47320	Suburu	Legacy	2007	N
398683	373	55	30-04-2007	IN	250/500	500	1607.36	0	444626	MALE	...	2	NO	60600	6060	12120	42420	Dodge	RAM	2007	Y
786432	435	58	15-11-1997	IN	100/300	2000	1145.85	0	471784	MALE	...	1	YES	41490	9220	4610	27660	Mercedes	E400	2004	N
938634	144	35	30-08-1993	IL	100/300	500	1427.46	0	444922	MALE	...	0	?	87900	17580	8790	61530	Dodge	Neon	1995	N
482495	92	32	29-01-1998	IL	500/1000	500	1592.41	0	474324	MALE	...	3	YES	53400	5340	5340	42720	Jeep	Wrangler	1996	N
327488	155	35	09-08-1993	OH	250/500	1000	919.37	0	459537	FEMALE	...	3	?	48360	8060	8060	32240	Nissan	Maxima	1997	N
715202	78	31	02-04-1991	OH	250/500	1000	1377.23	0	440757	FEMALE	...	1	?	52290	5810	11620	34860	Nissan	Maxima	1997	N
516959	264	43	01-05-2010	IL	100/300	500	1508.12	6000000	433275	MALE	...	1	NO	60750	13500	6750	40500	Jeep	Wrangler	2015	Y
984456	66	30	24-06-2003	IN	500/1000	500	484.67	0	608309	FEMALE	...	2	YES	65560	11920	11920	41720	Volkswagen	Passat	2015	Y
786103	188	37	24-09-1994	OH	100/300	500	1457.21	0	471785	FEMALE	...	0	YES	45000	5000	5000	35000	Suburu	Forrestor	2003	N
185124	169	37	07-12-2001	IL	100/300	1000	936.19	0	454776	MALE	...	1	YES	57900	17370	5790	34740	Audi	A5	2005	N
362407	209	39	06-12-1996	IN	100/300	500	1264.99	0	614169	MALE	...	1	NO	37800	8400	4200	25200	Chevrolet	Silverado	1995	N
389525	210	37	10-07-2012	OH	500/1000	500	1467.76	0	601425	FEMALE	...	3	YES	63300	6330	6330	50640	Toyota	Highlander	2000	N
488724	239	40	29-11-2004	IN	100/300	500	1463.95	0	430567	FEMALE	...	0	YES	69740	6340	6340	57060	Dodge	Neon	2003	N
338070	446	61	25-01-2006	IN	500/1000	1000	1037.32	0	438837	FEMALE	...	1	NO	80880	6740	13480	60660	Nissan	Ultima	2005	N
865607	476	61	18-04-1993	IN	250/500	1000	1562.80	0	458997	FEMALE	...	2	YES	49390	8980	4490	35920	Suburu	Legacy	2009	N
725330	169	34	21-07-1996	IN	100/300	500	1469.75	0	458132	FEMALE	...	0	YES	38700	7740	3870	27090	Volkswagen	Passat	2012	N
272330	297	47	29-11-2009	IN	250/500	500	1616.65	7000000	456363	MALE	...	3	YES	44400	5550	5550	33300	Jeep	Grand Cherokee	1999	N
728025	421	56	15-02-1990	IN	100/300	500	1935.85	4000000	470826	MALE	...	3	?	92730	16860	8430	67440	Mercedes	E400	2004	Y
753056	140	36	03-05-1991	IN	250/500	500	1363.59	0	468303	FEMALE	...	0	YES	79500	7950	7950	63600	Chevrolet	Tahoe	2000	N
910365	200	34	19-12-2001	IN	250/500	1000	828.42	3000000	467762	FEMALE	...	2	NO	56000	5600	5600	44800	Chevrolet	Malibu	2009	N
824116	135	34	05-05-1998	IL	250/500	2000	1687.53	0	465674	FEMALE	...	2	NO	78200	15640	7820	54740	Audi	A3	2009	N
322613	110	33	16-04-1995	IN	250/500	1000	1183.48	0	442389	MALE	...	3	NO	55200	13800	9200	32200	Saab	93	2015	Y
886473	282	48	10-03-1991	OH	500/1000	2000	1422.56	7000000	473705	FEMALE	...	2	NO	3520	640	320	2560	Accura	MDX	2013	N
833321	215	38	01-03-2010	IN	250/500	500	1405.71	0	465376	FEMALE	...	1	NO	70700	7070	14140	49490	Volkswagen	Passat	2008	N
521592	140	30	15-06-2014	IL	100/300	500	1354.20	0	438775	FEMALE	...	0	?	60170	5470	10940	43760	Nissan	Pathfinder	2006	N
254837	250	42	25-11-2004	IN	100/300	500	1055.60	0	457962	MALE	...	1	?	74800	13600	6800	54400	Ford	Fusion	2009	Y
476839	65	29	09-08-1990	IL	250/500	1000	1726.91	0	456570	MALE	...	0	?	7200	720	1440	5040	Audi	A5	1999	N
149601	187	34	28-03-2003	IN	500/1000	500	1232.57	0	612986	FEMALE	...	0	?	45100	8200	4100	32800	Nissan	Pathfinder	2011	N
630683	386	53	23-10-2007	OH	250/500	500	1078.65	0	615730	MALE	...	3	YES	66660	12120	6060	48480	Honda	Civic	2006	N
569245	293	49	05-12-1995	IL	100/300	2000	1239.06	0	439360	FEMALE	...	1	?	57310	5210	10420	41680	Volkswagen	Passat	2002	N
907012	179	32	15-12-1996	OH	500/1000	2000	1246.68	0	440251	FEMALE	...	1	?	53100	5900	5900	41300	Suburu	Impreza	2006	N
528259	370	55	22-12-2012	IN	500/1000	2000	1389.13	7000000	456203	MALE	...	2	?	9000	900	1800	6300	Mercedes	ML350	2015	N
728839	233	39	02-01-2001	OH	500/1000	2000	1524.18	0	605220	MALE	...	0	YES	48870	5430	5430	38010	Saab	95	1999	N
264221	297	48	28-07-2014	IL	500/1000	1000	1243.68	0	463331	MALE	...	2	?	54960	6870	0	48090	Toyota	Corolla	2002	Y
672416	147	37	20-04-2013	IN	500/1000	2000	1375.29	0	609226	FEMALE	...	1	?	56160	6240	6240	43680	Ford	Fusion	2015	Y
521854	198	36	16-02-2001	IN	250/500	1000	1096.39	0	603848	MALE	...	3	YES	49410	5490	5490	38430	Audi	A3	2015	N
737252	290	45	18-11-1993	OH	500/1000	2000	1215.36	0	617739	MALE	...	1	NO	66200	6620	6620	52960	Suburu	Impreza	2012	N
898519	233	43	21-05-2000	OH	250/500	1000	954.18	0	437470	FEMALE	...	3	YES	42500	8500	4250	29750	Nissan	Pathfinder	2000	N
101421	91	26	19-10-1999	IL	250/500	1000	1022.46	0	444896	FEMALE	...	2	?	74200	7420	7420	59360	Jeep	Wrangler	1996	N
737483	218	43	14-02-1996	IL	250/500	500	1521.55	0	477856	FEMALE	...	3	YES	68200	13640	6820	47740	Dodge	RAM	2003	Y
979963	260	43	03-06-2009	IN	100/300	500	982.22	0	604279	FEMALE	...	0	?	75400	15080	7540	52780	Honda	CRV	2011	N
130156	322	49	24-09-2001	IL	250/500	2000	1277.12	0	431853	FEMALE	...	2	YES	42240	7680	7680	26880	Chevrolet	Malibu	2007	N
676255	405	57	28-12-1999	IN	500/1000	1000	1132.47	4000000	434293	MALE	...	3	?	61440	10240	10240	40960	Saab	93	2008	N
815883	398	55	02-07-1991	OH	250/500	2000	1305.26	0	455482	MALE	...	3	YES	36740	3340	6680	26720	BMW	X5	1998	Y
258265	9	30	10-04-1994	IL	100/300	1000	1073.83	0	438877	FEMALE	...	0	NO	85690	15580	15580	54530	BMW	3 Series	2011	N
698589	479	60	28-11-2002	IL	500/1000	1000	1188.45	0	459295	FEMALE	...	3	?	53900	5390	10780	37730	Saab	95	2006	N
330119	215	35	15-06-2004	IL	500/1000	1000	1125.40	0	606144	MALE	...	1	NO	2640	220	440	1980	Jeep	Wrangler	2001	N
927354	45	31	15-09-1990	IN	100/300	500	1459.50	0	475891	MALE	...	3	?	6000	1000	1000	4000	Suburu	Impreza	2000	N
231508	156	38	16-09-2009	IL	100/300	500	1367.99	0	462525	MALE	...	3	?	55200	11040	5520	38640	Saab	92x	1998	Y
868031	425	53	24-06-1990	OH	250/500	2000	912.29	0	464808	FEMALE	...	2	?	97080	16180	16180	64720	Saab	92x	2005	N
744557	192	38	25-02-2011	IN	500/1000	1000	1281.43	0	432405	FEMALE	...	2	NO	30700	3070	6140	21490	Jeep	Wrangler	2010	N
727109	98	26	20-02-2001	IN	500/1000	2000	1082.10	0	477268	MALE	...	1	YES	65430	14540	7270	43620	Jeep	Wrangler	2001	N
608443	259	45	21-12-2006	IL	500/1000	2000	1175.07	0	457121	MALE	...	1	NO	87780	7980	7980	71820	Honda	CRV	2011	N
727443	186	38	01-07-2013	OH	100/300	500	922.85	0	471148	MALE	...	1	YES	3600	400	400	2800	Honda	Civic	1999	N
398484	277	46	07-11-1992	IL	250/500	2000	1177.57	0	469220	FEMALE	...	3	NO	3870	430	860	2580	Jeep	Wrangler	2010	N
752504	211	38	15-05-1997	IN	250/500	1000	1055.09	0	433250	FEMALE	...	3	YES	91520	8320	16640	66560	BMW	X6	2005	Y
967713	243	44	25-12-1997	IL	250/500	500	809.11	0	600208	MALE	...	1	YES	51400	5140	10280	35980	Honda	Civic	1996	N
840225	154	34	05-10-1999	OH	100/300	1000	1041.36	0	448436	FEMALE	...	3	YES	74360	13520	13520	47320	Toyota	Highlander	2005	Y
643226	204	40	07-04-1992	OH	250/500	1000	1693.83	7000000	447976	MALE	...	0	?	53400	5340	5340	42720	Honda	CRV	2003	N
535879	458	59	05-03-2009	IN	100/300	1000	1685.69	0	472236	FEMALE	...	2	YES	71800	14360	14360	43080	Jeep	Grand Cherokee	1995	N
746630	147	31	10-02-1997	IN	250/500	500	1054.92	6000000	468232	FEMALE	...	0	?	68240	8530	0	59710	Toyota	Corolla	2013	Y
598308	279	45	28-01-1992	IN	250/500	2000	1333.97	6000000	620819	FEMALE	...	0	?	61050	11100	11100	38850	Dodge	RAM	2011	Y
720356	308	47	16-09-2013	OH	100/300	1000	1013.61	6000000	452349	FEMALE	...	1	YES	5590	860	860	3870	Suburu	Impreza	2002	N
724752	284	48	16-05-2008	IL	500/1000	500	958.30	0	464646	FEMALE	...	0	?	46860	8520	8520	29820	Volkswagen	Passat	1998	N
231548	31	32	07-09-1999	IL	100/300	2000	1263.48	4000000	442948	FEMALE	...	0	?	63600	5300	10600	47700	Audi	A5	1997	Y
193213	407	55	11-03-1996	OH	100/300	1000	1250.08	5000000	474598	FEMALE	...	3	YES	68160	11360	11360	45440	Ford	Escape	2010	N
125591	187	37	08-08-2013	IN	500/1000	1000	1412.06	5000000	450947	FEMALE	...	3	?	57700	5770	5770	46160	Nissan	Maxima	2000	N
437960	128	35	03-04-2001	IN	250/500	1000	1074.99	0	453620	FEMALE	...	0	?	7590	1380	690	5520	Accura	MDX	2012	N
390256	163	37	25-11-2009	IN	500/1000	1000	1200.33	4000000	477631	FEMALE	...	1	YES	3900	390	780	2730	Volkswagen	Jetta	2008	Y
488597	80	26	08-05-2001	IL	100/300	1000	1343.00	0	443625	MALE	...	0	NO	90400	9040	9040	72320	BMW	3 Series	1995	N
844062	398	55	25-05-1990	OH	250/500	500	862.19	0	606858	MALE	...	3	?	6600	600	1200	4800	Accura	MDX	2012	N
221854	232	44	03-10-1994	OH	250/500	2000	1181.64	0	454552	MALE	...	1	YES	55400	5540	11080	38780	Jeep	Grand Cherokee	2002	Y
889764	143	33	30-11-1993	OH	500/1000	1000	1200.09	0	454191	FEMALE	...	2	?	70400	14080	7040	49280	Accura	RSX	2002	N
929306	266	42	06-03-2003	IN	100/300	500	1093.83	4000000	468454	MALE	...	1	NO	53280	4440	8880	39960	Suburu	Impreza	2015	Y
515457	89	32	18-12-1996	IN	250/500	1000	988.93	0	614187	FEMALE	...	3	YES	84590	15380	15380	53830	Dodge	Neon	1999	N
525862	50	44	18-10-2000	OH	250/500	2000	1188.51	0	447469	MALE	...	2	NO	61100	6110	12220	42770	Dodge	Neon	2008	N
490514	230	43	09-02-2007	IN	500/1000	2000	1101.83	0	451529	MALE	...	3	YES	51900	5190	10380	36330	BMW	M5	2011	Y
774895	17	39	28-10-2006	IL	250/500	1000	840.95	0	431202	FEMALE	...	1	?	3440	430	430	2580	Suburu	Legacy	2002	N
669809	29	32	05-04-2002	OH	100/300	1000	1722.50	0	453713	MALE	...	2	?	76900	7690	7690	61520	Jeep	Wrangler	1995	N
836349	235	39	01-05-2013	IL	500/1000	2000	1453.61	4000000	619570	MALE	...	3	?	60320	9280	9280	41760	Chevrolet	Tahoe	2012	Y
663190	286	43	05-02-1994	IL	100/300	500	1564.43	3000000	477644	FEMALE	...	2	YES	34290	3810	3810	26670	Jeep	Grand Cherokee	2013	N
674570	124	28	08-12-2001	OH	250/500	1000	1235.14	0	443567	MALE	...	1	?	60200	6020	6020	48160	Volkswagen	Passat	2012	N
681486	141	30	24-03-2007	IN	500/1000	1000	1347.04	0	430665	MALE	...	2	YES	6480	540	1080	4860	Honda	Civic	1996	N
918516	130	34	17-02-2003	OH	250/500	500	1383.49	3000000	442797	FEMALE	...	3	YES	67500	7500	7500	52500	Suburu	Impreza	1996	N
533940	458	62	18-11-2011	IL	500/1000	2000	1356.92	5000000	441714	MALE	...	1	YES	46980	5220	5220	36540	Audi	A5	1998	N
556080	456	60	11-11-1996	OH	250/500	1000	766.19	0	612260	FEMALE	...	3	?	5060	460	920	3680	Mercedes	E400	2007	N

360 rows × 38 columns

fraud_df.replace({'property_damage':'?'},{'property_damage':'Unknown'},inplace=True)

fraud_df.replace({'collision_type':'?'},{'collision_type':'Unknown'},inplace=True)

fraud_df.replace({'police_report_available':'?'},{'police_report_available':'Unknown'},inplace=True)

fraud_df[cat].describe().T

	count	unique	top	freq
policy_bind_date	1000	951	01-01-2006	3
policy_state	1000	3	OH	352
policy_csl	1000	3	250/500	351
insured_sex	1000	2	FEMALE	537
insured_education_level	1000	7	JD	161
insured_occupation	1000	14	machine-op-inspct	93
insured_hobbies	1000	20	reading	64
insured_relationship	1000	6	own-child	183
incident_date	1000	60	02-02-2015	28
incident_type	1000	4	Multi-vehicle Collision	419
collision_type	1000	4	Rear Collision	292
incident_severity	1000	4	Minor Damage	354
authorities_contacted	1000	5	Police	292
incident_state	1000	7	NY	262
incident_city	1000	7	Springfield	157
incident_location	1000	1000	3340 3rd Hwy	1
property_damage	1000	3	Unknown	360
police_report_available	1000	3	NO	343
auto_make	1000	14	Dodge	80
auto_model	1000	39	RAM	43
fraud_reported	1000	2	N	753

plt.figure(figsize=(10,10))
fraud_df.boxplot(vert=0)

<AxesSubplot:>

We find umbrella limit having outliers

# fraud_df_cp.drop('policy_bind_date',axis=1,inplace=True)
# fraud_df_cp.drop('incident_date',axis=1,inplace=True)
#fraud_df_X = fraud_df_cp.drop('fraud_reported',axis=1)
#fraud_df_Y = fraud_df_cp_upd['fraud_reported']

fraud_df_X = fraud_df.drop('fraud_reported',axis=1)
fraud_df_Y = fraud_df['fraud_reported']

fraud_df_X.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 37 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          1000 non-null   int64  
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        1000 non-null   float64
 7   umbrella_limit               1000 non-null   int64  
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   object 
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           1000 non-null   int64  
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               1000 non-null   int64  
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
dtypes: float64(1), int64(16), object(20)
memory usage: 336.9+ KB

Q1 = fraud_df_X.quantile(0.25)
Q3=fraud_df_X.quantile(0.75)
IQR=Q3-Q1
UL = Q3+1.5*IQR
LL=Q1-1.5*IQR

((fraud_df_X > UL) | (fraud_df_X < LL)).sum()

age                              4
authorities_contacted            0
auto_make                        0
auto_model                       0
auto_year                        0
bodily_injuries                  0
capital-gains                    0
capital-loss                     0
collision_type                   0
incident_city                    0
incident_date                    0
incident_hour_of_the_day         0
incident_location                0
incident_severity                0
incident_state                   0
incident_type                    0
injury_claim                     0
insured_education_level          0
insured_hobbies                  0
insured_occupation               0
insured_relationship             0
insured_sex                      0
insured_zip                      0
months_as_customer               0
number_of_vehicles_involved      0
police_report_available          0
policy_annual_premium            9
policy_bind_date                 0
policy_csl                       0
policy_deductable                0
policy_state                     0
property_claim                   6
property_damage                  0
total_claim_amount               1
umbrella_limit                 201
vehicle_claim                    0
witnesses                        0
dtype: int64

fraud_df_X[((fraud_df_X > UL) | (fraud_df_X < LL))]=np.nan

fraud_df_X.isnull().sum()

months_as_customer               0
age                              4
policy_bind_date                 0
policy_state                     0
policy_csl                       0
policy_deductable                0
policy_annual_premium            9
umbrella_limit                 201
insured_zip                      0
insured_sex                      0
insured_education_level          0
insured_occupation               0
insured_hobbies                  0
insured_relationship             0
capital-gains                    0
capital-loss                     0
incident_date                    0
incident_type                    0
collision_type                   0
incident_severity                0
authorities_contacted            0
incident_state                   0
incident_city                    0
incident_location                0
incident_hour_of_the_day         0
number_of_vehicles_involved      0
property_damage                  0
bodily_injuries                  0
witnesses                        0
police_report_available          0
total_claim_amount               1
injury_claim                     0
property_claim                   6
vehicle_claim                    0
auto_make                        0
auto_model                       0
auto_year                        0
dtype: int64

fraud_df_X.isnull().sum().sum()

221

fraud_df_up = pd.concat([fraud_df_X,fraud_df_Y],axis=1)

plt.figure(figsize=(12,8))
sns.heatmap(fraud_df_up.isnull(),cbar=False,cmap='coolwarm',yticklabels=False)
plt.show()

umbrella_limit has high outliers

fraud_df_up.isnull().sum(axis=1)

policy_number
521585    0
342868    1
687698    1
227811    1
367455    1
104594    0
413978    0
429027    0
485665    0
636550    0
543610    1
214618    1
842643    1
626808    0
644081    0
892874    0
558938    1
275265    1
921202    0
143972    0
183430    1
431876    0
285496    0
115399    0
736882    0
699044    0
863236    0
608513    1
914088    0
596785    0
908616    0
666333    1
336614    0
584859    0
990493    0
129872    1
200152    0
933293    0
485664    0
982871    0
206213    0
616337    0
448961    0
790442    1
108844    0
430029    0
529112    0
939631    1
866931    1
582011    0
691189    1
537546    0
394975    0
729634    0
282195    0
420810    0
524836    0
307195    0
623648    0
485372    0
598554    0
303987    0
343161    0
519312    0
132902    1
332867    0
356590    1
346002    1
500533    0
348209    0
486676    0
260845    0
657045    0
761189    0
175177    0
116700    0
166264    0
527945    0
627540    1
279422    0
484200    0
645258    1
694662    1
960680    0
498140    0
498875    0
798177    1
614763    0
679370    1
958857    0
686816    1
127754    1
918629    0
731450    0
307447    0
992145    1
900628    0
235220    0
740019    0
246882    0
797613    0
193442    0
389238    0
760179    0
939905    0
872814    0
632627    0
283414    0
163161    0
853360    0
776860    0
149367    1
395269    0
981123    0
143626    0
648397    1
154982    0
330591    0
319232    0
531640    1
368050    1
253791    1
155724    0
824540    0
717392    0
965768    1
414779    0
428230    0
517240    0
469874    1
718428    0
620215    0
618659    0
649082    1
437573    0
964657    0
932502    0
434507    0
935277    0
756054    0
682387    0
456604    0
139872    0
354105    1
165485    0
515050    0
795686    1
395983    0
119513    0
217938    0
203914    0
565157    0
904191    0
419510    0
575000    1
120485    0
781181    0
299796    1
589749    0
854021    0
454086    0
139484    1
678849    0
346940    1
985436    0
237418    0
335780    0
491392    0
140880    0
962591    0
922565    0
288580    0
154280    0
425973    1
477177    0
648509    1
914815    0
249048    0
144323    0
651861    1
125324    0
398102    0
514065    1
391652    1
922167    1
442795    1
226330    0
134430    0
524230    1
438817    0
293794    0
868283    0
828890    0
882920    0
918777    1
212580    0
602410    0
976971    0
630226    0
171254    0
247116    0
505969    0
653864    1
586367    0
896890    0
650026    0
547744    0
598124    0
436126    1
739447    0
427484    0
218684    0
565564    1
743163    0
604614    1
509928    0
593390    0
970607    0
174701    0
529398    1
940942    0
442677    0
365364    0
114839    1
872734    0
267885    0
740505    1
629663    0
839884    0
241562    1
405533    0
667021    1
511621    0
476923    0
735822    0
492745    0
130930    1
261119    0
280709    0
898573    0
547802    0
600845    0
390381    0
629918    0
208298    0
513099    0
184938    0
187775    1
326322    1
146138    0
336047    0
532330    1
118137    0
212674    0
935596    0
737593    1
812025    0
168151    0
594739    0
843227    0
283925    0
475588    0
751905    1
226725    1
942504    0
395572    0
889883    0
818167    0
277767    0
842618    0
577810    0
873114    0
994538    0
727792    0
522506    0
367595    0
586104    0
424862    0
512813    0
356768    1
330506    0
779075    0
799501    0
987905    1
967756    0
830414    0
127313    1
786957    0
332892    0
448642    1
526039    0
444422    0
689500    0
806081    0
384618    0
756459    0
655787    0
419954    0
275092    0
515698    1
132871    0
714929    2
297816    0
426708    1
615047    0
771236    0
235869    1
931625    0
371635    1
427199    0
261315    0
582973    0
278091    0
153154    0
515217    1
860497    0
351741    0
403737    0
162004    0
740384    0
876714    0
951543    0
576723    0
391003    0
225865    0
984948    0
890328    0
803294    0
414913    0
414519    1
818413    0
487356    0
159768    0
865839    0
406567    1
623032    1
935442    1
106873    0
563878    0
620855    0
583169    0
337677    0
445973    0
156694    0
421940    1
613226    0
804410    1
553565    1
399524    0
331595    1
380067    0
701521    0
360770    1
958785    0
797934    0
883980    0
340614    0
435784    0
563837    0
200827    0
533941    1
265026    0
354481    0
566720    0
832746    0
386690    0
979285    1
594722    0
216738    0
369048    0
514424    0
954191    0
150181    0
388671    1
457244    1
206667    1
745200    0
412703    1
736771    0
347984    0
626074    1
218109    0
999435    0
858060    0
500384    0
903785    0
873859    0
204294    0
467106    1
357713    1
890026    0
751612    1
876680    0
756981    0
121439    1
411289    0
538466    1
932097    0
463727    0
552618    1
936638    0
348814    0
944102    0
689901    0
901083    0
396224    1
682178    0
596298    0
253005    0
985924    0
631565    0
630998    0
926665    0
302669    0
620020    0
439828    1
971295    0
165565    0
936543    0
296960    1
501692    0
525224    0
355085    0
830729    0
651948    0
424358    0
131478    0
268833    1
287489    0
808153    0
687639    1
497347    0
439660    0
847123    0
172307    0
810189    0
432068    0
903203    1
253085    0
180720    0
492224    0
411477    0
107181    0
312940    0
855186    1
373935    0
812989    1
993840    0
327856    0
506333    0
263159    1
372912    0
552788    0
722747    0
248467    0
955953    0
910622    0
137675    0
343421    1
413192    0
247801    0
171147    0
431283    0
461962    0
149467    0
758740    1
628337    0
574637    0
373600    1
930032    0
396590    0
238412    1
484321    0
795847    0
218456    1
792673    0
662256    0
971338    0
714738    0
753844    0
976645    1
918037    0
996253    0
373731    0
836272    0
167231    0
743330    0
807369    0
735307    0
789208    0
585324    0
498759    1
795004    0
203250    0
430794    0
156636    0
284143    1
740518    0
445289    0
599262    0
357949    1
493161    0
320251    0
231127    1
766193    1
555374    1
491484    0
925128    0
265093    0
267808    0
116735    0
963680    0
445694    0
215534    0
232854    0
168260    0
538955    0
243226    0
246435    0
582480    1
345539    0
924318    0
726880    0
190588    0
246705    0
619589    0
164988    1
729534    0
505014    0
920826    0
534982    1
110408    0
283052    0
840806    0
382394    0
876699    0
871432    0
379882    0
852002    1
372891    0
689034    1
743092    1
599174    0
421092    0
349658    1
811042    0
505316    0
116645    0
950880    0
788502    0
627486    0
498842    0
550294    0
328387    0
540152    0
385932    0
618682    0
550930    1
998192    0
663938    0
756870    0
337158    1
919875    0
315631    0
113464    0
556415    0
250249    1
403776    0
396002    0
976908    1
509489    1
485295    0
361829    0
603632    0
783494    1
439049    0
502634    0
378588    0
794731    0
641934    0
113516    0
425631    0
542245    0
512894    1
633090    0
464234    0
290162    0
638155    0
911429    1
106186    0
311783    0
528385    1
228403    0
209177    0
497929    0
735844    0
710741    0
276804    1
507545    1
485642    1
796375    0
171183    0
110084    0
714784    1
143924    0
996850    0
284834    0
830878    1
270208    0
407958    0
832300    0
927205    0
655356    0
831053    0
432740    0
893853    0
594988    0
979544    0
191891    0
831479    1
714346    0
326289    0
944537    0
779156    0
856153    0
473338    0
521694    1
136520    0
730819    0
912665    0
469966    0
952300    1
322609    0
890280    0
431583    0
155912    0
110143    0
808544    0
409074    0
824728    1
606037    0
636843    0
111874    0
439844    0
463513    1
577858    0
607351    0
682754    0
757352    0
307469    0
526296    0
658816    0
913337    0
488464    1
480094    1
263108    0
298412    1
261905    1
674485    1
223404    0
991480    0
804219    0
483088    1
100804    1
941807    1
593466    1
437442    0
942106    0
794951    0
182450    0
730973    0
687755    0
757644    0
998865    0
944953    1
386429    1
108270    0
205134    0
749325    0
774303    0
698470    0
719989    2
309323    0
444035    1
431478    0
797634    0
284836    1
238196    1
885789    0
287436    0
496067    1
206004    0
153027    0
469426    0
654974    0
943425    0
641845    1
794534    0
357808    0
536052    0
873384    1
790225    0
587498    0
639027    0
217899    0
589094    0
458829    0
626208    0
315041    0
283267    0
442494    0
159243    0
669800    0
520179    1
607974    0
465065    1
369941    0
447226    1
831668    0
922937    0
640474    0
153298    0
334749    0
221283    0
961496    0
804751    0
369226    0
691115    0
713172    1
621756    0
615116    0
947598    0
658002    0
374545    0
805806    1
235097    0
290971    0
180286    0
662088    0
884365    0
178081    0
507452    1
990624    0
892148    1
398683    0
605100    0
143109    0
230223    1
769602    0
420815    0
973546    1
608039    0
250162    0
786432    0
445195    0
938634    0
482495    0
796005    0
910604    0
327488    0
715202    0
648852    1
516959    1
984456    1
801331    0
786103    0
684193    0
247505    0
259792    0
185124    0
760700    0
362407    0
389525    0
179538    0
265437    0
266247    0
921851    0
488724    0
192524    0
338070    0
865607    0
963285    0
728491    0
553436    0
440616    0
463237    0
753452    0
920554    0
594783    0
725330    0
607259    0
979336    1
865201    0
140977    0
787351    1
272330    1
728025    2
804608    0
718829    1
482404    0
331170    0
753056    0
910365    1
379268    0
362843    0
135400    0
798579    0
250833    0
824116    0
322613    0
871305    0
488037    0
485813    1
886473    1
907113    0
833321    0
521592    0
254837    0
634499    0
574707    0
476839    0
149601    0
630683    0
500639    0
352120    0
569245    0
907012    0
700074    0
866805    0
951863    0
211578    1
357394    0
863749    0
596914    0
684653    0
528259    1
797636    0
326180    0
620075    0
965187    0
516182    0
728839    0
771509    0
264221    0
602704    0
672416    0
545506    0
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953334    1
369781    1
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331683    0
364055    0
521854    0
737252    0
344480    0
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762951    0
376879    1
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571462    0
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258265    0
569714    0
180008    0
633375    0
556538    0
669501    1
963761    0
753005    0
454758    0
698589    0
330119    0
164464    0
927354    0
231508    0
272910    0
305758    0
950542    0
291544    0
388616    0
577992    1
342830    0
491170    0
175553    0
439341    0
221186    0
868031    0
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744557    0
159536    0
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117862    0
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727443    0
378587    1
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524215    0
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398484    0
752504    0
449263    0
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686522    0
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967713    0
291902    0
149839    1
840225    0
643226    1
535879    0
746630    1
598308    1
720356    1
724752    0
148498    1
110122    0
281388    0
728600    0
231548    1
531160    2
889003    0
193213    1
557218    1
125591    1
227244    0
791425    0
354455    0
601042    0
433663    0
471938    1
564654    0
645723    0
573572    0
437960    0
649800    0
544225    0
390256    1
488597    0
133889    1
931901    1
769475    0
844062    0
844129    0
732169    0
221854    0
776950    0
291006    0
845751    1
889764    0
929306    1
515457    0
556270    0
908935    0
525862    0
490514    0
774895    0
974522    0
669809    0
182953    0
836349    1
591269    0
550127    0
663190    1
109392    0
215278    0
674570    0
681486    0
941851    0
186934    0
918516    1
533940    1
556080    0
dtype: int64

fraud_df_up2=fraud_df_up.copy()

fraud_df_up2.shape

(1000, 38)

pred = fraud_df_up2.drop('fraud_reported',axis=1)
response = fraud_df_up2['fraud_reported']

fraud_con = pd.concat([pred,response],axis=1)

Scaling the predictors

Encoding the variables

from sklearn.preprocessing import OneHotEncoder,OrdinalEncoder,LabelEncoder

fraud_con["insured_sex"] = np.where(fraud_con["insured_sex"].str.contains("FEMALE"), 1, 0)

fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), object(20)
memory usage: 340.8+ KB

fraud_con.insured_education_level.value_counts()

JD             161
High School    160
Associate      145
MD             144
Masters        143
PhD            125
College        122
Name: insured_education_level, dtype: int64

from sklearn.preprocessing import OrdinalEncoder
oe = OrdinalEncoder()
fraud_con['insured_education_level'] = fraud_con['insured_education_level'].astype('category')
fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype   
---  ------                       --------------  -----   
 0   months_as_customer           1000 non-null   int64   
 1   age                          996 non-null    float64 
 2   policy_bind_date             1000 non-null   object  
 3   policy_state                 1000 non-null   object  
 4   policy_csl                   1000 non-null   object  
 5   policy_deductable            1000 non-null   int64   
 6   policy_annual_premium        991 non-null    float64 
 7   umbrella_limit               799 non-null    float64 
 8   insured_zip                  1000 non-null   int64   
 9   insured_sex                  1000 non-null   int32   
 10  insured_education_level      1000 non-null   category
 11  insured_occupation           1000 non-null   object  
 12  insured_hobbies              1000 non-null   object  
 13  insured_relationship         1000 non-null   object  
 14  capital-gains                1000 non-null   int64   
 15  capital-loss                 1000 non-null   int64   
 16  incident_date                1000 non-null   object  
 17  incident_type                1000 non-null   object  
 18  collision_type               1000 non-null   object  
 19  incident_severity            1000 non-null   object  
 20  authorities_contacted        1000 non-null   object  
 21  incident_state               1000 non-null   object  
 22  incident_city                1000 non-null   object  
 23  incident_location            1000 non-null   object  
 24  incident_hour_of_the_day     1000 non-null   int64   
 25  number_of_vehicles_involved  1000 non-null   int64   
 26  property_damage              1000 non-null   object  
 27  bodily_injuries              1000 non-null   int64   
 28  witnesses                    1000 non-null   int64   
 29  police_report_available      1000 non-null   object  
 30  total_claim_amount           999 non-null    float64 
 31  injury_claim                 1000 non-null   int64   
 32  property_claim               994 non-null    float64 
 33  vehicle_claim                1000 non-null   int64   
 34  auto_make                    1000 non-null   object  
 35  auto_model                   1000 non-null   object  
 36  auto_year                    1000 non-null   int64   
 37  fraud_reported               1000 non-null   object  
dtypes: category(1), float64(5), int32(1), int64(12), object(19)
memory usage: 334.3+ KB

fraud_con['insured_education_level'] = fraud_con['insured_education_level'].cat.codes

fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(1), object(19)
memory usage: 333.9+ KB

oe=OrdinalEncoder()

fraud_con.police_report_available.value_counts()

NO         343
Unknown    343
YES        314
Name: police_report_available, dtype: int64

fraud_con['police_report_available'] = fraud_con['police_report_available'].astype('category')

fraud_con['police_report_available'] = fraud_con['police_report_available'].cat.codes

fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(2), object(18)
memory usage: 327.1+ KB

fraud_con.auto_make.value_counts()

Dodge         80
Suburu        80
Saab          80
Nissan        78
Chevrolet     76
BMW           72
Ford          72
Toyota        70
Audi          69
Volkswagen    68
Accura        68
Jeep          67
Mercedes      65
Honda         55
Name: auto_make, dtype: int64

fraud_con.insured_education_level.value_counts()

3    161
2    160
0    145
4    144
5    143
6    125
1    122
Name: insured_education_level, dtype: int64

fraud_con['auto_make'] = fraud_con['auto_make'].astype('category')
fraud_con['auto_make'] = fraud_con['auto_make'].cat.codes

fraud_con.auto_make.value_counts()

11    80
10    80
4     80
9     78
3     76
5     72
2     72
12    70
1     69
13    68
0     68
7     67
8     65
6     55
Name: auto_make, dtype: int64

fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(3), object(17)
memory usage: 320.3+ KB

fraud_con.policy_state.value_counts()

OH    352
IL    338
IN    310
Name: policy_state, dtype: int64

fraud_con['policy_state'] = fraud_con['policy_state'].astype('category')
fraud_con['policy_state'] = fraud_con['policy_state'].cat.codes

fraud_con.policy_state.value_counts()

2    352
0    338
1    310
Name: policy_state, dtype: int64

fraud_con.policy_csl.value_counts()

250/500     351
100/300     349
500/1000    300
Name: policy_csl, dtype: int64

fraud_con['policy_csl'] = fraud_con['policy_csl'].astype('category')
fraud_con['policy_csl'] = fraud_con['policy_csl'].cat.codes

fraud_con.policy_csl.value_counts()

1    351
0    349
2    300
Name: policy_csl, dtype: int64

fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(5), object(15)
memory usage: 306.6+ KB

num=[]
cat=[]
for i in fraud_con.columns:
    if fraud_con[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)

cat

['policy_bind_date',
 'insured_occupation',
 'insured_hobbies',
 'insured_relationship',
 'incident_date',
 'incident_type',
 'collision_type',
 'incident_severity',
 'authorities_contacted',
 'incident_state',
 'incident_city',
 'incident_location',
 'property_damage',
 'auto_model',
 'fraud_reported']

fraud_con.insured_occupation.value_counts()

machine-op-inspct    93
prof-specialty       85
tech-support         78
sales                76
exec-managerial      76
craft-repair         74
transport-moving     72
other-service        71
priv-house-serv      71
armed-forces         69
adm-clerical         65
protective-serv      63
handlers-cleaners    54
farming-fishing      53
Name: insured_occupation, dtype: int64

fraud_con.insured_hobbies.value_counts()

reading           64
paintball         57
exercise          57
bungie-jumping    56
camping           55
movies            55
golf              55
kayaking          54
yachting          53
hiking            52
video-games       50
base-jumping      49
skydiving         49
board-games       48
polo              47
chess             46
dancing           43
sleeping          41
cross-fit         35
basketball        34
Name: insured_hobbies, dtype: int64

fraud_con.insured_relationship.value_counts()

own-child         183
other-relative    177
not-in-family     174
husband           170
wife              155
unmarried         141
Name: insured_relationship, dtype: int64

fraud_con.incident_severity.value_counts()

Minor Damage      354
Total Loss        280
Major Damage      276
Trivial Damage     90
Name: incident_severity, dtype: int64

fraud_con.authorities_contacted.value_counts()

Police       292
Fire         223
Other        198
Ambulance    196
None          91
Name: authorities_contacted, dtype: int64

fraud_con['authorities_contacted'] = fraud_con['authorities_contacted'].astype('category')
fraud_con['authorities_contacted'] = fraud_con['authorities_contacted'].cat.codes

fraud_con.authorities_contacted.value_counts()

4    292
1    223
3    198
0    196
2     91
Name: authorities_contacted, dtype: int64

fraud_con['insured_occupation'] = fraud_con['insured_occupation'].astype('category')
fraud_con['insured_occupation'] = fraud_con['insured_occupation'].cat.codes

fraud_con.insured_occupation.value_counts()

6     93
9     85
12    78
11    76
3     76
2     74
13    72
8     71
7     71
1     69
0     65
10    63
5     54
4     53
Name: insured_occupation, dtype: int64

num=[]
cat=[]
for i in fraud_con.columns:
    if fraud_con[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)

cat

['policy_bind_date',
 'insured_hobbies',
 'insured_relationship',
 'incident_date',
 'incident_type',
 'collision_type',
 'incident_severity',
 'incident_state',
 'incident_city',
 'incident_location',
 'property_damage',
 'auto_model',
 'fraud_reported']

fraud_con.incident_city.value_counts()

Springfield    157
Arlington      152
Columbus       149
Northbend      145
Hillsdale      141
Riverwood      134
Northbrook     122
Name: incident_city, dtype: int64

fraud_con['insured_hobbies'] = fraud_con['insured_hobbies'].astype('category')
fraud_con['insured_hobbies'] = fraud_con['insured_hobbies'].cat.codes

fraud_con.insured_hobbies.value_counts()

15    64
8     57
13    57
3     56
9     55
4     55
12    55
11    54
19    53
10    52
18    50
16    49
0     49
2     48
14    47
5     46
7     43
17    41
6     35
1     34
Name: insured_hobbies, dtype: int64

fraud_con.incident_city.value_counts()

Springfield    157
Arlington      152
Columbus       149
Northbend      145
Hillsdale      141
Riverwood      134
Northbrook     122
Name: incident_city, dtype: int64

fraud_con['incident_city'] = fraud_con['incident_city'].astype('category')
fraud_con['incident_city'] = fraud_con['incident_city'].cat.codes

fraud_con.incident_city.value_counts()

6    157
0    152
1    149
3    145
2    141
5    134
4    122
Name: incident_city, dtype: int64

fraud_con.incident_location.value_counts()

3340 3rd Hwy               1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
4390 4th Drive             1
6719 Flute St              1
2078 3rd Ave               1
6574 4th Drive             1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
7877 Sky Lane              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
3966 Oak Hwy               1
7041 Tree Ridge            1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
3289 Britain Drive         1
9358 Texas Ridge           1
5260 Francis Drive         1
4981 Flute Hwy             1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
5058 4th Lane              1
4095 MLK St                1
1536 Flute Drive           1
3327 Lincoln Drive         1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1558 1st Ridge             1
1012 5th Lane              1
9325 Lincoln Drive         1
7733 Britain Lane          1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
9322 Rock Hwy              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
4264 Lincoln Ridge         1
4558 3rd Hwy               1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
6045 Andromedia St         1
1628 Best Drive            1
7002 Oak Hwy               1
9489 3rd St                1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
5051 Elm St                1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
6165 Rock Ridge            1
7135 Flute Lane            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7405 Oak St                1
7615 Weaver Drive          1
8811 Maple Hwy             1
2306 5th Lane              1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
5924 Maple Drive           1
5499 Flute Ridge           1
9794 Embaracadero St       1
6260 5th Lane              1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
4905 Francis Ave           1
3706 Texas Hwy             1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
8991 Embaracadero Ave      1
2201 4th Lane              1
4652 Flute Drive           1
4058 Tree Drive            1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
2878 Britain Hwy           1
5236 Weaver Drive          1
5650 Rock Ave              1
9043 Maple Hwy             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
4545 4th Ridge             1
7238 2nd St                1
6660 MLK Drive             1
5352 Lincoln Drive         1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
8245 4th Hwy               1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9760 4th Hwy               1
4453 Best Ave              1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
2289 Weaver Ridge          1
8579 Apache Drive          1
6331 MLK Ave               1
7629 5th St                1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
4369 Maple Lane            1
7582 Pine Drive            1
2903 Weaver Drive          1
6848 Elm Hwy               1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
7721 Washington Ridge      1
2526 Embaracadero Ave      1
7825 1st Ridge             1
7098 Lincoln Hwy           1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
1267 Francis Hwy           1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9730 2nd Hwy               1
6317 Best St               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6939 3rd Hwy               1
7709 Rock Lane             1
9633 MLK Lane              1
4538 Flute Hwy             1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
1437 3rd Lane              1
9177 Texas Ave             1
4633 5th Lane              1
2324 Texas Ridge           1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
8617 Best Ave              1
2644 Elm Drive             1
2774 Apache Drive          1
2100 Francis Drive         1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
1298 Maple Hwy             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
4546 Tree St               1
1173 Andromedia Ave        1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
4814 Lincoln Lane          1
6149 Best Ridge            1
9214 Texas Drive           1
4642 Rock Ridge            1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
6158 Sky Ridge             1
8917 Tree Ridge            1
4981 Weaver St             1
2950 MLK Ave               1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8078 Britain Hwy           1
8621 Best Ridge            1
2757 4th Hwy               1
6888 Elm Ridge             1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
7397 4th Drive             1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
7121 Britain Drive         1
7477 MLK Drive             1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
5280 Pine Ave              1
1128 Maple Lane            1
7693 Britain Lane          1
6741 Oak Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
7745 Washington Ridge      1
9724 Maple St              1
8306 1st Drive             1
4434 Weaver St             1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
5780 4th Ave               1
6934 Lincoln Ave           1
6738 Washington Hwy        1
7877 3rd Ridge             1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
8742 4th St                1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
1515 Embaracadero St       1
8701 5th Lane              1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8453 Elm St                1
2123 Texas Ave             1
7327 Lincoln Drive         1
4519 Embaracadero St       1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
6384 5th Ridge             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64

for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')

POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
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01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
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19-09-2012    1
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19-05-1992    1
16-01-1996    1
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19-10-1992    1
24-08-2000    1
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22-10-2011    1
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28-02-2004    1
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31-07-2011    1
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28-01-1998    1
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04-03-2000    1
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03-06-2009    1
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25-04-2002    1
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11-03-2014    1
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16-05-2001    1
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12-02-1998    1
21-08-1994    1
02-09-2011    1
01-05-2010    1
19-09-2009    1
19-10-2001    1
31-12-2003    1
11-02-1994    1
31-10-2013    1
02-02-1996    1
06-02-2009    1
16-11-2007    1
07-01-2011    1
27-08-2014    1
19-10-1999    1
07-07-1997    1
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10-09-2002    1
23-06-2012    1
20-07-2007    1
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26-10-2012    1
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31-07-1999    1
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10-09-2000    1
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03-10-2014    1
10-04-2009    1
28-07-2002    1
21-03-1997    1
06-09-2008    1
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24-04-2007    1
28-09-2011    1
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20-04-2004    1
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29-11-1999    1
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22-01-1993    1
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06-12-1991    1
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01-01-2008    1
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22-07-1999    1
30-08-2012    1
02-06-2010    1
21-02-1999    1
18-08-2006    1
18-01-1997    1
04-12-2013    1
24-05-2003    1
06-01-2011    1
05-01-1991    1
10-03-1991    1
16-08-2003    1
29-10-2006    1
04-08-1997    1
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26-08-2013    1
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16-04-1995    1
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01-10-2001    1
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08-06-2002    1
18-06-2010    1
24-07-2007    1
18-06-1997    1
30-09-1993    1
28-03-1995    1
02-08-2006    1
28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
07-03-2005    1
01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
04-03-2014    1
21-08-2006    1
18-03-1990    1
03-04-2013    1
06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
20-11-2008    1
01-03-1991    1
13-08-2004    1
24-06-1998    1
30-08-1997    1
04-02-2011    1
17-04-2005    1
24-03-2006    1
28-03-2006    1
25-11-1991    1
13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
13-12-1993    1
23-01-2003    1
22-07-2002    1
03-02-2008    1
04-06-1996    1
21-09-1990    1
13-12-1995    1
28-11-2002    1
18-05-1993    1
14-03-2012    1
28-01-1993    1
10-02-2002    1
05-11-2000    1
27-11-1992    1
18-10-2006    1
01-12-2000    1
03-02-2006    1
24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
16-07-2014    1
28-02-1997    1
28-10-2007    1
17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
11-07-2001    1
09-11-2008    1
01-04-1994    1
21-04-2008    1
22-12-2012    1
20-05-1990    1
11-09-2010    1
17-04-1999    1
07-07-2013    1
06-02-2006    1
24-01-2009    1
30-06-2000    1
21-06-1997    1
29-03-2005    1
04-02-2013    1
16-05-1990    1
27-01-1990    1
28-12-2004    1
29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INSURED_RELATIONSHIP : 6
unmarried         141
wife              155
husband           170
not-in-family     174
other-relative    177
own-child         183
Name: insured_relationship, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_TYPE : 4
Parked Car                   84
Vehicle Theft                94
Single Vehicle Collision    403
Multi-vehicle Collision     419
Name: incident_type, dtype: int64


COLLISION_TYPE : 4
Unknown            178
Front Collision    254
Side Collision     276
Rear Collision     292
Name: collision_type, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


PROPERTY_DAMAGE : 3
YES        302
NO         338
Unknown    360
Name: property_damage, dtype: int64


AUTO_MODEL : 39
RSX               12
Accord            13
M5                15
X6                16
C300              18
3 Series          18
ML350             20
TL                20
CRV               20
Impreza           20
Corolla           20
Fusion            21
Civic             22
Silverado         22
Highlander        22
Ultima            23
X5                23
Maxima            24
Tahoe             24
Escape            24
93                25
Grand Cherokee    25
E400              27
95                27
F150              27
92x               28
Forrestor         28
Camry             28
Malibu            30
Pathfinder        31
Legacy            32
A5                32
Passat            33
Jetta             35
MDX               36
A3                37
Neon              37
Wrangler          42
RAM               43
Name: auto_model, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64

fraud_con.property_damage.value_counts()

Unknown    360
NO         338
YES        302
Name: property_damage, dtype: int64

fraud_con['property_damage'] = fraud_con['property_damage'].astype('category')
fraud_con['property_damage'] = fraud_con['property_damage'].cat.codes

fraud_con.property_damage.value_counts()

1    360
0    338
2    302
Name: property_damage, dtype: int64

fraud_con.auto_model.value_counts()

RAM               43
Wrangler          42
Neon              37
A3                37
MDX               36
Jetta             35
Passat            33
A5                32
Legacy            32
Pathfinder        31
Malibu            30
Camry             28
Forrestor         28
92x               28
F150              27
95                27
E400              27
93                25
Grand Cherokee    25
Escape            24
Maxima            24
Tahoe             24
X5                23
Ultima            23
Highlander        22
Silverado         22
Civic             22
Fusion            21
TL                20
ML350             20
Corolla           20
CRV               20
Impreza           20
3 Series          18
C300              18
X6                16
M5                15
Accord            13
RSX               12
Name: auto_model, dtype: int64

fraud_con['auto_model'] = fraud_con['auto_model'].astype('category')
fraud_con['auto_model'] = fraud_con['auto_model'].cat.codes

fraud_con.auto_model.value_counts()

30    43
36    42
4     37
27    37
23    36
20    35
28    33
5     32
21    32
29    31
25    30
1     28
15    28
9     28
14    27
12    27
3     27
17    25
2     25
26    24
13    24
34    24
37    23
35    23
18    22
32    22
10    22
16    21
24    20
33    20
11    20
8     20
19    20
0     18
7     18
38    16
22    15
6     13
31    12
Name: auto_model, dtype: int64

for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')

POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
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28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
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03-09-2008    1
11-07-1991    1
29-08-2010    1
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26-11-2001    1
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27-04-2009    1
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01-03-2002    1
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29-05-1999    1
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25-04-2014    1
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27-02-1994    1
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29-08-1995    1
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29-03-2004    1
13-09-2003    1
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26-03-1995    1
15-07-1990    1
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01-02-1990    1
11-05-1996    1
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24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
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21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
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06-03-2005    1
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11-12-1992    1
09-04-1999    1
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15-12-1996    1
25-01-1999    1
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05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
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22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
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16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
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04-05-1995    1
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07-06-1994    1
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10-10-2005    1
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18-06-1998    1
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03-10-2000    1
18-02-1999    1
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26-06-2001    1
16-03-2008    1
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03-02-1990    1
21-07-2008    1
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07-09-2006    1
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23-07-2009    1
04-01-2009    1
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04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
12-04-2002    1
07-04-2005    1
02-06-2002    1
21-05-2000    1
11-07-2007    1
17-02-2009    1
30-04-2007    1
19-12-1997    1
17-03-1990    1
11-11-1994    1
07-09-1999    1
16-02-2001    1
28-10-2008    1
30-03-1995    1
15-05-2000    1
23-01-1996    1
23-02-1990    1
20-08-1990    1
06-06-1993    1
18-02-2007    1
11-11-1996    1
03-07-1992    1
10-07-2012    1
03-03-2007    1
15-06-2014    1
27-06-2005    1
05-12-2009    1
08-01-2013    1
27-05-2003    1
21-02-1995    1
11-04-2005    1
23-01-2002    1
18-01-2003    1
29-01-1993    1
07-03-2008    1
26-01-1994    1
14-03-1990    1
19-04-2009    1
01-07-2005    1
08-07-1996    1
16-06-2003    1
20-09-1993    1
28-05-2014    1
19-04-2006    1
30-11-1996    1
25-05-2011    1
15-10-1996    1
21-03-1998    1
10-01-2004    1
09-01-1999    1
28-10-1997    1
28-03-2001    1
13-07-2013    1
09-12-2001    1
05-08-1997    1
03-11-2009    1
21-11-1991    1
06-03-2004    1
21-01-2002    1
02-08-1990    1
14-02-1996    1
28-01-2003    1
29-04-1990    1
12-10-2006    1
28-03-2003    1
11-03-2007    1
02-10-1992    1
04-11-1991    1
29-03-1995    1
27-06-2006    1
17-08-2011    1
22-01-2011    1
04-01-2003    1
24-05-2006    1
30-10-1997    1
14-10-2005    1
01-05-1999    1
19-06-1996    1
15-08-2000    1
07-04-1992    1
26-05-2002    1
05-05-1993    1
27-05-1994    1
22-11-2008    1
24-12-2006    1
05-08-2006    1
27-05-2002    1
30-04-2006    1
18-03-2003    1
27-11-1990    1
24-04-2012    1
21-12-1999    1
06-06-1992    1
06-05-2014    1
03-03-1992    1
12-09-2001    1
06-06-2011    1
15-07-2004    1
15-01-1992    1
21-12-1996    1
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07-01-2005    1
02-05-2007    1
31-08-2014    1
04-02-2004    1
11-06-2008    1
23-11-1997    1
19-08-1995    1
06-12-1993    1
08-02-1996    1
05-10-1991    1
26-09-1991    1
13-05-2001    1
10-05-2009    1
27-10-2001    1
08-05-1995    1
06-03-2003    1
01-07-2013    1
03-08-2009    1
27-07-1997    1
29-05-1992    1
07-12-1998    1
01-03-2010    1
26-02-2005    1
21-04-2006    1
26-08-2000    1
07-04-1998    1
31-10-1993    1
19-04-2007    1
12-10-1995    1
19-09-2004    1
20-12-1990    1
11-02-1991    1
13-11-1998    1
07-11-1994    1
19-06-2008    1
25-10-2012    1
04-03-2001    1
29-07-2012    1
17-01-2015    1
19-09-2012    1
14-07-2000    1
21-06-1994    1
13-03-2008    1
11-12-2009    1
23-10-2007    1
07-04-2014    1
22-02-1992    1
26-10-1996    1
12-12-1998    1
04-07-2007    1
19-05-1992    1
16-01-1996    1
27-01-2007    1
19-10-1992    1
24-08-2000    1
18-10-2000    1
01-06-2006    1
19-12-2004    1
27-11-2005    1
27-09-2011    1
11-07-2002    1
21-11-2006    1
02-04-1991    1
28-08-1995    1
04-07-2013    1
18-02-1990    1
08-04-2003    1
02-01-2001    1
12-12-1999    1
17-06-2006    1
05-01-2013    1
18-01-2014    1
17-12-2003    1
10-04-2013    1
05-03-2009    1
12-12-1991    1
31-03-2005    1
25-08-2012    1
22-10-2011    1
09-01-2002    1
14-11-2010    1
30-01-2005    1
28-02-2004    1
30-08-2000    1
05-08-1996    1
31-07-2011    1
09-12-2006    1
28-08-2005    1
22-02-1994    1
28-01-1998    1
01-11-1991    1
20-11-2005    1
08-03-1998    1
20-03-1992    1
15-08-2011    1
27-01-1991    1
20-08-1996    1
07-12-1992    1
14-01-1999    1
20-11-1997    1
28-10-2006    1
17-11-2004    1
07-10-1990    1
28-12-1998    1
05-07-2001    1
05-02-1994    1
04-03-2000    1
30-07-1992    1
13-02-1991    1
06-03-2010    1
03-06-2009    1
30-11-1993    1
08-07-1990    1
25-04-2002    1
01-09-1992    1
15-04-2004    1
11-03-2014    1
07-04-2010    1
16-05-2001    1
20-09-1999    1
24-01-2010    1
22-07-2004    1
25-11-2006    1
12-02-1998    1
21-08-1994    1
02-09-2011    1
01-05-2010    1
19-09-2009    1
19-10-2001    1
31-12-2003    1
11-02-1994    1
31-10-2013    1
02-02-1996    1
06-02-2009    1
16-11-2007    1
07-01-2011    1
27-08-2014    1
19-10-1999    1
07-07-1997    1
08-09-2009    1
10-09-2002    1
23-06-2012    1
20-07-2007    1
25-11-2002    1
08-03-2009    1
05-07-1999    1
17-05-1994    1
27-12-2000    1
15-02-1993    1
16-09-2009    1
26-10-2012    1
16-03-1998    1
24-06-2014    1
02-10-1997    1
24-09-2001    1
23-07-1992    1
30-06-2002    1
31-07-1999    1
07-12-2001    1
04-01-2002    1
28-11-1991    1
11-07-1996    1
17-06-2008    1
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10-09-2000    1
16-12-2011    1
03-10-2014    1
10-04-2009    1
28-07-2002    1
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06-09-2008    1
29-06-2002    1
07-08-1991    1
19-01-1996    1
24-04-2007    1
28-09-2011    1
12-10-1997    1
25-01-2008    1
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20-04-2004    1
27-02-2010    1
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22-01-1993    1
05-01-2014    1
06-12-1991    1
29-04-2010    1
06-11-2013    1
29-02-1992    1
06-12-1995    1
09-08-1990    1
28-10-1998    1
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02-12-2012    1
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20-08-1994    1
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19-10-1990    1
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30-08-2012    1
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18-08-2006    1
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24-05-2003    1
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16-08-2003    1
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26-08-2013    1
29-06-2009    1
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27-06-1996    1
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23-03-2009    1
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31-01-2011    1
16-06-1991    1
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15-07-2011    1
29-07-1995    1
16-09-2013    1
21-01-2009    1
25-04-2007    1
11-10-1994    1
20-04-2013    1
12-05-2007    1
02-02-2001    1
13-10-1991    1
03-09-1991    1
25-12-1997    1
14-02-1992    1
10-03-2004    1
29-09-2001    1
13-11-1995    1
22-04-2010    1
21-08-2010    1
24-10-1997    1
09-11-1991    1
22-02-2015    1
16-04-1995    1
18-06-2000    1
01-10-2001    1
24-07-2012    1
02-08-1992    1
17-03-2010    1
06-12-1996    1
10-08-2006    1
03-02-1994    1
03-02-1993    1
15-08-2002    1
05-12-2007    1
09-02-2007    1
08-02-1990    1
01-10-2006    1
16-03-2003    1
30-03-1999    1
14-02-1990    1
01-08-2010    1
20-01-1996    1
29-12-2010    1
30-04-2013    1
23-07-2014    1
09-11-1992    1
25-03-2007    1
16-06-2006    1
11-03-1996    1
29-10-1993    1
02-11-2012    1
03-06-1991    1
08-06-2002    1
18-06-2010    1
24-07-2007    1
18-06-1997    1
30-09-1993    1
28-03-1995    1
02-08-2006    1
28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
07-03-2005    1
01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
04-03-2014    1
21-08-2006    1
18-03-1990    1
03-04-2013    1
06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
20-11-2008    1
01-03-1991    1
13-08-2004    1
24-06-1998    1
30-08-1997    1
04-02-2011    1
17-04-2005    1
24-03-2006    1
28-03-2006    1
25-11-1991    1
13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
13-12-1993    1
23-01-2003    1
22-07-2002    1
03-02-2008    1
04-06-1996    1
21-09-1990    1
13-12-1995    1
28-11-2002    1
18-05-1993    1
14-03-2012    1
28-01-1993    1
10-02-2002    1
05-11-2000    1
27-11-1992    1
18-10-2006    1
01-12-2000    1
03-02-2006    1
24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
16-07-2014    1
28-02-1997    1
28-10-2007    1
17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
11-07-2001    1
09-11-2008    1
01-04-1994    1
21-04-2008    1
22-12-2012    1
20-05-1990    1
11-09-2010    1
17-04-1999    1
07-07-2013    1
06-02-2006    1
24-01-2009    1
30-06-2000    1
21-06-1997    1
29-03-2005    1
04-02-2013    1
16-05-1990    1
27-01-1990    1
28-12-2004    1
29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INSURED_RELATIONSHIP : 6
unmarried         141
wife              155
husband           170
not-in-family     174
other-relative    177
own-child         183
Name: insured_relationship, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_TYPE : 4
Parked Car                   84
Vehicle Theft                94
Single Vehicle Collision    403
Multi-vehicle Collision     419
Name: incident_type, dtype: int64


COLLISION_TYPE : 4
Unknown            178
Front Collision    254
Side Collision     276
Rear Collision     292
Name: collision_type, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64

fraud_con.insured_relationship.value_counts()

own-child         183
other-relative    177
not-in-family     174
husband           170
wife              155
unmarried         141
Name: insured_relationship, dtype: int64

fraud_con['insured_relationship'] = fraud_con['insured_relationship'].astype('category')
fraud_con['insured_relationship'] = fraud_con['insured_relationship'].cat.codes

fraud_con.insured_relationship.value_counts()

3    183
2    177
1    174
0    170
5    155
4    141
Name: insured_relationship, dtype: int64

fraud_con.collision_type.value_counts()

Rear Collision     292
Side Collision     276
Front Collision    254
Unknown            178
Name: collision_type, dtype: int64

fraud_con['collision_type'] = fraud_con['collision_type'].astype('category')
fraud_con['collision_type'] = fraud_con['collision_type'].cat.codes

fraud_con.collision_type.value_counts()

1    292
2    276
0    254
3    178
Name: collision_type, dtype: int64

fraud_con.incident_type.value_counts()

Multi-vehicle Collision     419
Single Vehicle Collision    403
Vehicle Theft                94
Parked Car                   84
Name: incident_type, dtype: int64

fraud_con['incident_type'] = fraud_con['incident_type'].astype('category')
fraud_con['incident_type'] = fraud_con['incident_type'].cat.codes

fraud_con.incident_type.value_counts()

0    419
2    403
3     94
1     84
Name: incident_type, dtype: int64

for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')

POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
04-04-1992    1
16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
02-09-1996    1
06-05-2002    1
12-03-1994    1
11-12-1994    1
10-10-1993    1
10-11-1992    1
20-01-2014    1
16-09-1997    1
13-11-2014    1
12-04-2013    1
05-08-1993    1
06-08-1999    1
14-05-2006    1
28-10-1999    1
11-02-2003    1
17-09-2014    1
02-12-2011    1
25-02-2008    1
08-08-1994    1
25-05-2002    1
25-04-1991    1
06-05-1991    1
04-01-1996    1
18-02-2000    1
21-12-2006    1
22-05-1999    1
14-06-2004    1
18-10-1996    1
04-12-2005    1
27-07-2005    1
23-12-2013    1
04-05-1995    1
14-11-1999    1
29-05-2003    1
13-04-2002    1
02-10-1990    1
05-08-2012    1
28-04-2005    1
20-07-2008    1
15-03-1992    1
03-11-1991    1
18-03-2008    1
24-09-1992    1
01-12-2008    1
09-08-2002    1
09-02-2000    1
18-02-1995    1
07-06-1994    1
16-06-1993    1
05-07-2009    1
10-10-2005    1
15-06-2004    1
25-12-2001    1
05-08-2014    1
07-04-1994    1
30-12-2011    1
18-06-1998    1
10-09-1998    1
25-07-2011    1
03-10-2000    1
18-02-1999    1
25-08-2011    1
26-06-2001    1
16-03-2008    1
14-01-2008    1
03-02-1990    1
21-07-2008    1
10-04-1992    1
07-09-2006    1
09-08-2003    1
21-10-2009    1
23-07-2009    1
04-01-2009    1
18-08-1996    1
03-09-2013    1
04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
12-04-2002    1
07-04-2005    1
02-06-2002    1
21-05-2000    1
11-07-2007    1
17-02-2009    1
30-04-2007    1
19-12-1997    1
17-03-1990    1
11-11-1994    1
07-09-1999    1
16-02-2001    1
28-10-2008    1
30-03-1995    1
15-05-2000    1
23-01-1996    1
23-02-1990    1
20-08-1990    1
06-06-1993    1
18-02-2007    1
11-11-1996    1
03-07-1992    1
10-07-2012    1
03-03-2007    1
15-06-2014    1
27-06-2005    1
05-12-2009    1
08-01-2013    1
27-05-2003    1
21-02-1995    1
11-04-2005    1
23-01-2002    1
18-01-2003    1
29-01-1993    1
07-03-2008    1
26-01-1994    1
14-03-1990    1
19-04-2009    1
01-07-2005    1
08-07-1996    1
16-06-2003    1
20-09-1993    1
28-05-2014    1
19-04-2006    1
30-11-1996    1
25-05-2011    1
15-10-1996    1
21-03-1998    1
10-01-2004    1
09-01-1999    1
28-10-1997    1
28-03-2001    1
13-07-2013    1
09-12-2001    1
05-08-1997    1
03-11-2009    1
21-11-1991    1
06-03-2004    1
21-01-2002    1
02-08-1990    1
14-02-1996    1
28-01-2003    1
29-04-1990    1
12-10-2006    1
28-03-2003    1
11-03-2007    1
02-10-1992    1
04-11-1991    1
29-03-1995    1
27-06-2006    1
17-08-2011    1
22-01-2011    1
04-01-2003    1
24-05-2006    1
30-10-1997    1
14-10-2005    1
01-05-1999    1
19-06-1996    1
15-08-2000    1
07-04-1992    1
26-05-2002    1
05-05-1993    1
27-05-1994    1
22-11-2008    1
24-12-2006    1
05-08-2006    1
27-05-2002    1
30-04-2006    1
18-03-2003    1
27-11-1990    1
24-04-2012    1
21-12-1999    1
06-06-1992    1
06-05-2014    1
03-03-1992    1
12-09-2001    1
06-06-2011    1
15-07-2004    1
15-01-1992    1
21-12-1996    1
03-08-2010    1
07-01-2005    1
02-05-2007    1
31-08-2014    1
04-02-2004    1
11-06-2008    1
23-11-1997    1
19-08-1995    1
06-12-1993    1
08-02-1996    1
05-10-1991    1
26-09-1991    1
13-05-2001    1
10-05-2009    1
27-10-2001    1
08-05-1995    1
06-03-2003    1
01-07-2013    1
03-08-2009    1
27-07-1997    1
29-05-1992    1
07-12-1998    1
01-03-2010    1
26-02-2005    1
21-04-2006    1
26-08-2000    1
07-04-1998    1
31-10-1993    1
19-04-2007    1
12-10-1995    1
19-09-2004    1
20-12-1990    1
11-02-1991    1
13-11-1998    1
07-11-1994    1
19-06-2008    1
25-10-2012    1
04-03-2001    1
29-07-2012    1
17-01-2015    1
19-09-2012    1
14-07-2000    1
21-06-1994    1
13-03-2008    1
11-12-2009    1
23-10-2007    1
07-04-2014    1
22-02-1992    1
26-10-1996    1
12-12-1998    1
04-07-2007    1
19-05-1992    1
16-01-1996    1
27-01-2007    1
19-10-1992    1
24-08-2000    1
18-10-2000    1
01-06-2006    1
19-12-2004    1
27-11-2005    1
27-09-2011    1
11-07-2002    1
21-11-2006    1
02-04-1991    1
28-08-1995    1
04-07-2013    1
18-02-1990    1
08-04-2003    1
02-01-2001    1
12-12-1999    1
17-06-2006    1
05-01-2013    1
18-01-2014    1
17-12-2003    1
10-04-2013    1
05-03-2009    1
12-12-1991    1
31-03-2005    1
25-08-2012    1
22-10-2011    1
09-01-2002    1
14-11-2010    1
30-01-2005    1
28-02-2004    1
30-08-2000    1
05-08-1996    1
31-07-2011    1
09-12-2006    1
28-08-2005    1
22-02-1994    1
28-01-1998    1
01-11-1991    1
20-11-2005    1
08-03-1998    1
20-03-1992    1
15-08-2011    1
27-01-1991    1
20-08-1996    1
07-12-1992    1
14-01-1999    1
20-11-1997    1
28-10-2006    1
17-11-2004    1
07-10-1990    1
28-12-1998    1
05-07-2001    1
05-02-1994    1
04-03-2000    1
30-07-1992    1
13-02-1991    1
06-03-2010    1
03-06-2009    1
30-11-1993    1
08-07-1990    1
25-04-2002    1
01-09-1992    1
15-04-2004    1
11-03-2014    1
07-04-2010    1
16-05-2001    1
20-09-1999    1
24-01-2010    1
22-07-2004    1
25-11-2006    1
12-02-1998    1
21-08-1994    1
02-09-2011    1
01-05-2010    1
19-09-2009    1
19-10-2001    1
31-12-2003    1
11-02-1994    1
31-10-2013    1
02-02-1996    1
06-02-2009    1
16-11-2007    1
07-01-2011    1
27-08-2014    1
19-10-1999    1
07-07-1997    1
08-09-2009    1
10-09-2002    1
23-06-2012    1
20-07-2007    1
25-11-2002    1
08-03-2009    1
05-07-1999    1
17-05-1994    1
27-12-2000    1
15-02-1993    1
16-09-2009    1
26-10-2012    1
16-03-1998    1
24-06-2014    1
02-10-1997    1
24-09-2001    1
23-07-1992    1
30-06-2002    1
31-07-1999    1
07-12-2001    1
04-01-2002    1
28-11-1991    1
11-07-1996    1
17-06-2008    1
21-12-2013    1
10-09-2000    1
16-12-2011    1
03-10-2014    1
10-04-2009    1
28-07-2002    1
21-03-1997    1
06-09-2008    1
29-06-2002    1
07-08-1991    1
19-01-1996    1
24-04-2007    1
28-09-2011    1
12-10-1997    1
25-01-2008    1
08-06-2005    1
20-04-2004    1
27-02-2010    1
29-11-1999    1
23-08-2005    1
14-05-2001    1
03-04-2001    1
22-01-1993    1
05-01-2014    1
06-12-1991    1
29-04-2010    1
06-11-2013    1
29-02-1992    1
06-12-1995    1
09-08-1990    1
28-10-1998    1
07-11-1992    1
02-12-2012    1
13-04-2003    1
07-11-2012    1
13-12-2014    1
21-10-2005    1
19-06-1992    1
27-06-2008    1
11-10-2012    1
11-12-1998    1
02-11-2010    1
20-08-1994    1
03-11-1990    1
06-06-2014    1
01-05-1997    1
02-01-1991    1
01-01-2008    1
19-10-1990    1
11-08-1999    1
22-07-1999    1
30-08-2012    1
02-06-2010    1
21-02-1999    1
18-08-2006    1
18-01-1997    1
04-12-2013    1
24-05-2003    1
06-01-2011    1
05-01-1991    1
10-03-1991    1
16-08-2003    1
29-10-2006    1
04-08-1997    1
10-02-1997    1
26-08-2013    1
29-06-2009    1
15-08-1999    1
10-05-2012    1
27-06-1996    1
01-04-2002    1
14-11-2005    1
03-08-1993    1
23-03-2009    1
25-07-1995    1
16-03-2014    1
31-01-2011    1
16-06-1991    1
14-04-1993    1
15-07-2011    1
29-07-1995    1
16-09-2013    1
21-01-2009    1
25-04-2007    1
11-10-1994    1
20-04-2013    1
12-05-2007    1
02-02-2001    1
13-10-1991    1
03-09-1991    1
25-12-1997    1
14-02-1992    1
10-03-2004    1
29-09-2001    1
13-11-1995    1
22-04-2010    1
21-08-2010    1
24-10-1997    1
09-11-1991    1
22-02-2015    1
16-04-1995    1
18-06-2000    1
01-10-2001    1
24-07-2012    1
02-08-1992    1
17-03-2010    1
06-12-1996    1
10-08-2006    1
03-02-1994    1
03-02-1993    1
15-08-2002    1
05-12-2007    1
09-02-2007    1
08-02-1990    1
01-10-2006    1
16-03-2003    1
30-03-1999    1
14-02-1990    1
01-08-2010    1
20-01-1996    1
29-12-2010    1
30-04-2013    1
23-07-2014    1
09-11-1992    1
25-03-2007    1
16-06-2006    1
11-03-1996    1
29-10-1993    1
02-11-2012    1
03-06-1991    1
08-06-2002    1
18-06-2010    1
24-07-2007    1
18-06-1997    1
30-09-1993    1
28-03-1995    1
02-08-2006    1
28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
07-03-2005    1
01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
04-03-2014    1
21-08-2006    1
18-03-1990    1
03-04-2013    1
06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
20-11-2008    1
01-03-1991    1
13-08-2004    1
24-06-1998    1
30-08-1997    1
04-02-2011    1
17-04-2005    1
24-03-2006    1
28-03-2006    1
25-11-1991    1
13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
13-12-1993    1
23-01-2003    1
22-07-2002    1
03-02-2008    1
04-06-1996    1
21-09-1990    1
13-12-1995    1
28-11-2002    1
18-05-1993    1
14-03-2012    1
28-01-1993    1
10-02-2002    1
05-11-2000    1
27-11-1992    1
18-10-2006    1
01-12-2000    1
03-02-2006    1
24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
16-07-2014    1
28-02-1997    1
28-10-2007    1
17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
11-07-2001    1
09-11-2008    1
01-04-1994    1
21-04-2008    1
22-12-2012    1
20-05-1990    1
11-09-2010    1
17-04-1999    1
07-07-2013    1
06-02-2006    1
24-01-2009    1
30-06-2000    1
21-06-1997    1
29-03-2005    1
04-02-2013    1
16-05-1990    1
27-01-1990    1
28-12-2004    1
29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64

fraud_con.incident_severity.value_counts()

Minor Damage      354
Total Loss        280
Major Damage      276
Trivial Damage     90
Name: incident_severity, dtype: int64

fraud_con['incident_severity'] = fraud_con['incident_severity'].astype('category')
fraud_con['incident_severity'] = fraud_con['incident_severity'].cat.codes

fraud_con.incident_severity.value_counts()

1    354
2    280
0    276
3     90
Name: incident_severity, dtype: int64

fraud_con.incident_state.value_counts()

NY    262
SC    248
WV    217
NC    110
VA    110
PA     30
OH     23
Name: incident_state, dtype: int64

fraud_con['incident_state'] = fraud_con['incident_state'].astype('category')
fraud_con['incident_state'] = fraud_con['incident_state'].cat.codes

fraud_con.incident_state.value_counts()

1    262
4    248
6    217
5    110
0    110
3     30
2     23
Name: incident_state, dtype: int64

for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')

POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
04-04-1992    1
16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
02-09-1996    1
06-05-2002    1
12-03-1994    1
11-12-1994    1
10-10-1993    1
10-11-1992    1
20-01-2014    1
16-09-1997    1
13-11-2014    1
12-04-2013    1
05-08-1993    1
06-08-1999    1
14-05-2006    1
28-10-1999    1
11-02-2003    1
17-09-2014    1
02-12-2011    1
25-02-2008    1
08-08-1994    1
25-05-2002    1
25-04-1991    1
06-05-1991    1
04-01-1996    1
18-02-2000    1
21-12-2006    1
22-05-1999    1
14-06-2004    1
18-10-1996    1
04-12-2005    1
27-07-2005    1
23-12-2013    1
04-05-1995    1
14-11-1999    1
29-05-2003    1
13-04-2002    1
02-10-1990    1
05-08-2012    1
28-04-2005    1
20-07-2008    1
15-03-1992    1
03-11-1991    1
18-03-2008    1
24-09-1992    1
01-12-2008    1
09-08-2002    1
09-02-2000    1
18-02-1995    1
07-06-1994    1
16-06-1993    1
05-07-2009    1
10-10-2005    1
15-06-2004    1
25-12-2001    1
05-08-2014    1
07-04-1994    1
30-12-2011    1
18-06-1998    1
10-09-1998    1
25-07-2011    1
03-10-2000    1
18-02-1999    1
25-08-2011    1
26-06-2001    1
16-03-2008    1
14-01-2008    1
03-02-1990    1
21-07-2008    1
10-04-1992    1
07-09-2006    1
09-08-2003    1
21-10-2009    1
23-07-2009    1
04-01-2009    1
18-08-1996    1
03-09-2013    1
04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
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25-12-1991    1
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24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
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01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
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21-08-2006    1
18-03-1990    1
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23-07-1996    1
28-09-2007    1
20-11-2010    1
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24-06-1998    1
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17-04-2005    1
24-03-2006    1
28-03-2006    1
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13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
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28-01-1993    1
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27-11-1992    1
18-10-2006    1
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24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
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28-02-1997    1
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17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
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28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
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28-12-1999    1
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21-04-2008    1
22-12-2012    1
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07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64

from sklearn.preprocessing import LabelEncoder
le=LabelEncoder()
fraud_con['fraud_reported']=le.fit_transform(fraud_con['fraud_reported'])
fraud_con.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   int8   
 12  insured_hobbies              1000 non-null   int8   
 13  insured_relationship         1000 non-null   int8   
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   int8   
 18  collision_type               1000 non-null   int8   
 19  incident_severity            1000 non-null   int8   
 20  authorities_contacted        1000 non-null   int8   
 21  incident_state               1000 non-null   int8   
 22  incident_city                1000 non-null   int8   
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   int8   
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   int8   
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(16), object(3)
memory usage: 227.5+ KB

fraud_enc = fraud_con.copy()

fraud_enc=fraud_enc.drop('incident_location',axis=1)

fraud_enc.shape

(1000, 37)

fraud_enc.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 37 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   int8   
 12  insured_hobbies              1000 non-null   int8   
 13  insured_relationship         1000 non-null   int8   
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   int8   
 18  collision_type               1000 non-null   int8   
 19  incident_severity            1000 non-null   int8   
 20  authorities_contacted        1000 non-null   int8   
 21  incident_state               1000 non-null   int8   
 22  incident_city                1000 non-null   int8   
 23  incident_hour_of_the_day     1000 non-null   int64  
 24  number_of_vehicles_involved  1000 non-null   int64  
 25  property_damage              1000 non-null   int8   
 26  bodily_injuries              1000 non-null   int64  
 27  witnesses                    1000 non-null   int64  
 28  police_report_available      1000 non-null   int8   
 29  total_claim_amount           999 non-null    float64
 30  injury_claim                 1000 non-null   int64  
 31  property_claim               994 non-null    float64
 32  vehicle_claim                1000 non-null   int64  
 33  auto_make                    1000 non-null   int8   
 34  auto_model                   1000 non-null   int8   
 35  auto_year                    1000 non-null   int64  
 36  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(16), object(2)
memory usage: 219.7+ KB

final_df = fraud_enc.drop(['policy_bind_date', 'incident_date','auto_model'], axis = 1)

final_df.columns

Index(['months_as_customer', 'age', 'policy_state', 'policy_csl',
       'policy_deductable', 'policy_annual_premium', 'umbrella_limit',
       'insured_zip', 'insured_sex', 'insured_education_level',
       'insured_occupation', 'insured_hobbies', 'insured_relationship',
       'capital-gains', 'capital-loss', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted', 'incident_state',
       'incident_city', 'incident_hour_of_the_day',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'witnesses', 'police_report_available', 'total_claim_amount',
       'injury_claim', 'property_claim', 'vehicle_claim', 'auto_make',
       'auto_year', 'fraud_reported'],
      dtype='object')

final_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 34 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_state                 1000 non-null   int8   
 3   policy_csl                   1000 non-null   int8   
 4   policy_deductable            1000 non-null   int64  
 5   policy_annual_premium        991 non-null    float64
 6   umbrella_limit               799 non-null    float64
 7   insured_zip                  1000 non-null   int64  
 8   insured_sex                  1000 non-null   int32  
 9   insured_education_level      1000 non-null   int8   
 10  insured_occupation           1000 non-null   int8   
 11  insured_hobbies              1000 non-null   int8   
 12  insured_relationship         1000 non-null   int8   
 13  capital-gains                1000 non-null   int64  
 14  capital-loss                 1000 non-null   int64  
 15  incident_type                1000 non-null   int8   
 16  collision_type               1000 non-null   int8   
 17  incident_severity            1000 non-null   int8   
 18  authorities_contacted        1000 non-null   int8   
 19  incident_state               1000 non-null   int8   
 20  incident_city                1000 non-null   int8   
 21  incident_hour_of_the_day     1000 non-null   int64  
 22  number_of_vehicles_involved  1000 non-null   int64  
 23  property_damage              1000 non-null   int8   
 24  bodily_injuries              1000 non-null   int64  
 25  witnesses                    1000 non-null   int64  
 26  police_report_available      1000 non-null   int8   
 27  total_claim_amount           999 non-null    float64
 28  injury_claim                 1000 non-null   int64  
 29  property_claim               994 non-null    float64
 30  vehicle_claim                1000 non-null   int64  
 31  auto_make                    1000 non-null   int8   
 32  auto_year                    1000 non-null   int64  
 33  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(15)
memory usage: 203.1 KB

Imputing missing values

from sklearn.impute import KNNImputer

imp = KNNImputer(n_neighbors=10)

fraud_imp = pd.DataFrame(imp.fit_transform(final_df),columns=final_df.columns)

fraud_imp.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 34 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   float64
 1   age                          1000 non-null   float64
 2   policy_state                 1000 non-null   float64
 3   policy_csl                   1000 non-null   float64
 4   policy_deductable            1000 non-null   float64
 5   policy_annual_premium        1000 non-null   float64
 6   umbrella_limit               1000 non-null   float64
 7   insured_zip                  1000 non-null   float64
 8   insured_sex                  1000 non-null   float64
 9   insured_education_level      1000 non-null   float64
 10  insured_occupation           1000 non-null   float64
 11  insured_hobbies              1000 non-null   float64
 12  insured_relationship         1000 non-null   float64
 13  capital-gains                1000 non-null   float64
 14  capital-loss                 1000 non-null   float64
 15  incident_type                1000 non-null   float64
 16  collision_type               1000 non-null   float64
 17  incident_severity            1000 non-null   float64
 18  authorities_contacted        1000 non-null   float64
 19  incident_state               1000 non-null   float64
 20  incident_city                1000 non-null   float64
 21  incident_hour_of_the_day     1000 non-null   float64
 22  number_of_vehicles_involved  1000 non-null   float64
 23  property_damage              1000 non-null   float64
 24  bodily_injuries              1000 non-null   float64
 25  witnesses                    1000 non-null   float64
 26  police_report_available      1000 non-null   float64
 27  total_claim_amount           1000 non-null   float64
 28  injury_claim                 1000 non-null   float64
 29  property_claim               1000 non-null   float64
 30  vehicle_claim                1000 non-null   float64
 31  auto_make                    1000 non-null   float64
 32  auto_year                    1000 non-null   float64
 33  fraud_reported               1000 non-null   float64
dtypes: float64(34)
memory usage: 265.8 KB

X = fraud_imp.drop('fraud_reported',axis=1)
Y = fraud_imp['fraud_reported']

Y.value_counts()

0.0    753
1.0    247
Name: fraud_reported, dtype: int64

X.shape

(1000, 33)

X.drop(['policy_state', 'policy_deductable', 'umbrella_limit',
       'insured_zip',  'insured_hobbies','capital-gains', 'capital-loss', 'incident_state',
       'incident_city', 'incident_hour_of_the_day',
       'witnesses','auto_year'],axis=1,inplace=True)

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-321-9ad6a6e7830f> in <module>
----> 1 X.drop(['policy_state', 'policy_deductable', 'umbrella_limit',
      2        'insured_zip',  'insured_hobbies','capital-gains', 'capital-loss', 'incident_state',
      3        'incident_city', 'incident_hour_of_the_day',
      4        'witnesses','auto_year'],axis=1,inplace=True)

~\Anaconda3\lib\site-packages\pandas\core\frame.py in drop(self, labels, axis, index, columns, level, inplace, errors)
   4161                 weight  1.0     0.8
   4162         """
-> 4163         return super().drop(
   4164             labels=labels,
   4165             axis=axis,

~\Anaconda3\lib\site-packages\pandas\core\generic.py in drop(self, labels, axis, index, columns, level, inplace, errors)
   3885         for axis, labels in axes.items():
   3886             if labels is not None:
-> 3887                 obj = obj._drop_axis(labels, axis, level=level, errors=errors)
   3888 
   3889         if inplace:

~\Anaconda3\lib\site-packages\pandas\core\generic.py in _drop_axis(self, labels, axis, level, errors)
   3919                 new_axis = axis.drop(labels, level=level, errors=errors)
   3920             else:
-> 3921                 new_axis = axis.drop(labels, errors=errors)
   3922             result = self.reindex(**{axis_name: new_axis})
   3923 

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in drop(self, labels, errors)
   5280         if mask.any():
   5281             if errors != "ignore":
-> 5282                 raise KeyError(f"{labels[mask]} not found in axis")
   5283             indexer = indexer[~mask]
   5284         return self.delete(indexer)

KeyError: "['policy_state' 'policy_deductable' 'umbrella_limit' 'insured_zip'\n 'insured_hobbies' 'capital-gains' 'capital-loss' 'incident_state'\n 'incident_city' 'incident_hour_of_the_day' 'witnesses' 'auto_year'] not found in axis"

from sklearn.preprocessing import StandardScaler
sc=StandardScaler()
scaled_pred = pd.DataFrame(sc.fit_transform(X),columns=X.columns)

from sklearn.model_selection import train_test_split
x_train, x_test, y_train, y_test = train_test_split(scaled_pred, Y, test_size = 0.2, random_state = 0)

x_train.columns

Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')

x_train.shape

(800, 21)

from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train,y_train)
pred_model = model_1.predict(x_test)
print("Training Accuracy: ", model_1.score(x_train, y_train))
print('Testing Accuarcy: ', model_1.score(x_test, y_test))

Training Accuracy:  0.7975
Testing Accuarcy:  0.75

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test,  pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.77      0.92      0.84       143
         1.0       0.62      0.32      0.42        57

    accuracy                           0.75       200
   macro avg       0.70      0.62      0.63       200
weighted avg       0.73      0.75      0.72       200

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train,y_train)
rf_pred_model = rf_model.predict(x_test)
print("Training Accuracy: ", rf_model.score(x_train, y_train))
print('Testing Accuarcy: ', rf_model.score(x_test, y_test))

Training Accuracy:  1.0
Testing Accuarcy:  0.76

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test,  rf_pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.79      0.91      0.84       143
         1.0       0.63      0.39      0.48        57

    accuracy                           0.76       200
   macro avg       0.71      0.65      0.66       200
weighted avg       0.74      0.76      0.74       200

from imblearn.over_sampling import SMOTE
oversample = SMOTE()
X_res, y_res = oversample.fit_resample(X, Y)

from sklearn.model_selection import train_test_split
x_train_smote, x_test_smote, y_train_smote, y_test_smote = train_test_split(X_res, y_res, test_size = 0.2, random_state = 0)

from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train_smote,y_train_smote)
pred_model = model_1.predict(x_test_smote)
print("Training Accuracy: ", model_1.score(x_train_smote, y_train_smote))
print('Testing Accuarcy: ', model_1.score(x_test_smote, y_test_smote))

Training Accuracy:  0.6270764119601329
Testing Accuarcy:  0.5960264900662252

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote,  pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.61      0.58      0.59       154
         1.0       0.58      0.61      0.60       148

    accuracy                           0.60       302
   macro avg       0.60      0.60      0.60       302
weighted avg       0.60      0.60      0.60       302

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train_smote,y_train_smote)
rf_pred_model = rf_model.predict(x_test_smote)
print("Training Accuracy: ", rf_model.score(x_train_smote, y_train_smote))
print('Testing Accuarcy: ', rf_model.score(x_test_smote, y_test_smote))

Training Accuracy:  1.0
Testing Accuarcy:  0.8443708609271523

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote,  rf_pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.85      0.85      0.85       154
         1.0       0.84      0.84      0.84       148

    accuracy                           0.84       302
   macro avg       0.84      0.84      0.84       302
weighted avg       0.84      0.84      0.84       302

import pickle
filename = 'final_model.pkl'
pickle.dump(rf_model, open(filename, 'wb'))

loaded_model = pickle.load(open(filename, 'rb'))
result = loaded_model.score(x_test, y_test)
print(result)

0.435

fraud_con.columns

Index(['months_as_customer', 'age', 'policy_bind_date', 'policy_state',
       'policy_csl', 'policy_deductable', 'policy_annual_premium',
       'umbrella_limit', 'insured_zip', 'insured_sex',
       'insured_education_level', 'insured_occupation', 'insured_hobbies',
       'insured_relationship', 'capital-gains', 'capital-loss',
       'incident_date', 'incident_type', 'collision_type', 'incident_severity',
       'authorities_contacted', 'incident_state', 'incident_city',
       'incident_location', 'incident_hour_of_the_day',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'witnesses', 'police_report_available', 'total_claim_amount',
       'injury_claim', 'property_claim', 'vehicle_claim', 'auto_make',
       'auto_model', 'auto_year', 'fraud_reported'],
      dtype='object')

X_res.columns

Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')

x_res=X_res.copy()

#        'capital-gains', 'capital-loss', 'incident_type','number_of_vehicles_involved','bodily_injuries',
#        'witnesses'],axis=1)

#        'policy_deductable', 'policy_annual_premium', 'umbrella_limit',
#        'insured_zip', 'insured_hobbies',
#        'capital-gains', 'capital-loss',  'incident_state',
#        'incident_city', 'incident_hour_of_the_day',
#        'number_of_vehicles_involved', 'bodily_injuries',
#        'witnesses',  'total_claim_amount',
#        'injury_claim'],axis=1,inplace=True)

x_res.drop(['vehicle_claim','auto_year'],axis=1,inplace=True)

x_res.columns

Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')

x_res.shape

(1506, 21)

from sklearn.feature_selection import RFE
rfe = RFE(LR, 20)
rfe = rfe.fit(X_res, y_res.values.ravel())
print(rfe.support_)
print(rfe.ranking_)

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\utils\validation.py:70: FutureWarning: Pass n_features_to_select=20 as keyword args. From version 1.0 (renaming of 0.25) passing these as positional arguments will result in an error
  warnings.warn(f"Pass {args_msg} as keyword args. From version "
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(

[ True False False False  True  True False False False False False  True
  True False False  True  True  True  True  True  True  True False  True
 False  True False  True  True  True  True  True  True]
[ 1  6 12  8  1  1 14 11  2 13  7  1  1  9 10  1  1  1  1  1  1  1  3  1
  4  1  5  1  1  1  1  1  1]

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(

from sklearn.model_selection import train_test_split
x_train_smote_upd, x_test_smote_upd, y_train_smote_upd, y_test_smote_upd = train_test_split(x_res, y_res, test_size = 0.2, random_state = 0)

from xgboost import XGBClassifier
model=XGBClassifier(use_label_encoder=False)
xgbmodel_clf = model.fit(x_train_smote_upd,y_train_smote_upd)
print(xgbmodel_clf)

[12:49:18] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.
XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,
              importance_type='gain', interaction_constraints='',
              learning_rate=0.300000012, max_delta_step=0, max_depth=6,
              min_child_weight=1, missing=nan, monotone_constraints='()',
              n_estimators=100, n_jobs=8, num_parallel_tree=1, random_state=0,
              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,
              tree_method='exact', use_label_encoder=False,
              validate_parameters=1, verbosity=None)

pred_xbgclf_model = model.predict(x_test_smote_upd)

print("Training Accuracy: ", xgbmodel_clf.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', xgbmodel_clf.score(x_test_smote_upd, y_test_smote_upd))

Training Accuracy:  1.0
Testing Accuarcy:  0.8344370860927153

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  pred_xbgclf_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.83      0.85      0.84       154
         1.0       0.84      0.82      0.83       148

    accuracy                           0.83       302
   macro avg       0.83      0.83      0.83       302
weighted avg       0.83      0.83      0.83       302

import pickle
filename = 'final_model.pkl'
pickle.dump(xgbmodel_clf, open(filename, 'wb'))

loaded_model = pickle.load(open(filename, 'rb'))
result = loaded_model.score(x_test_smote_upd, y_test_smote_upd)
print(result)

0.8344370860927153

from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train_smote_upd,y_train_smote_upd)
pred_model = model_1.predict(x_test_smote_upd)
print("Training Accuracy: ", model_1.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', model_1.score(x_test_smote_upd, y_test_smote_upd))

Training Accuracy:  0.7641196013289037
Testing Accuarcy:  0.6821192052980133

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.69      0.68      0.68       154
         1.0       0.67      0.69      0.68       148

    accuracy                           0.68       302
   macro avg       0.68      0.68      0.68       302
weighted avg       0.68      0.68      0.68       302

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train_smote_upd,y_train_smote_upd)
rf_pred_model = rf_model.predict(x_test_smote_upd)
print("Training Accuracy: ", rf_model.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', rf_model.score(x_test_smote_upd, y_test_smote_upd))

Training Accuracy:  1.0
Testing Accuarcy:  0.847682119205298

from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  rf_pred_model)
print(cr)

              precision    recall  f1-score   support

         0.0       0.85      0.85      0.85       154
         1.0       0.84      0.84      0.84       148

    accuracy                           0.85       302
   macro avg       0.85      0.85      0.85       302
weighted avg       0.85      0.85      0.85       302

fraud_con.police_report_available.value_counts()

1    343
0    343
2    314
Name: police_report_available, dtype: int64

import gradio as gr

def encode_age(df): # Binning ages 
    df.Age = df.Age.fillna(-0.5)
    bins = (-1, 0, 5, 12, 18, 25, 35, 60, 120)
    categories = pd.cut(df.Age, bins, labels=False)
    df.Age = categories
    return df

def encode_education(df):
    mapping = {"JD":3,"High School":2,"Associate":0,"MD":4,"Masters":5,"PhD":6,"College":1}
    return df.replace({'Education': mapping})

def encode_incident_type(df):
    mapping = {"Multi-vehicle Collision":0,"Single Vehicle Collision":2,"Vehicle Theft":3,"Parked Car":1}
    return df.replace({'Incident Type': mapping})

def encode_relationship(df):
    mapping = {"own-child":3,"other-relative":2,"not-in-family":1,"husband":0,"wife":5,"unmarried":4}
    return df.replace({'Relationship': mapping})

def encode_occupation(df):
    mapping = {"machine-op-inspct":6,"prof-specialty":9,"tech-support":12,"sales":11,"exec-managerial":3,"craft-repair":2,"transport-moving":13,"other-service":8,"priv-house-serv":7,"armed-forces":1,"adm-clerical":0,"protective-serv":10,"handlers-cleaners":5,"farming-fishing":4}
    return df.replace({'Occupation': mapping})

def encode_state(df):
    mapping = {"OH":2,"IL":0,"IN": 1}
    return df.replace({'State of Policy': mapping})

def encode_coll_type(df):
    mapping = {"Rear Collision":1,"Side Collision":2,"Front Collision":0,"Unknown":3}
    return df.replace({'Collision Type': mapping})

def encode_incident_severity(df):
    mapping = {"Minor Damage":1,"Total Loss":2,"Major Damage":0,"Trivial Damage":3}
    return df.replace({'Severity': mapping})

def encode_policy_csl(df):
    mapping = {"250/500":1,"100/300":0,"500/1000":2}
    return df.replace({'Policy CSL': mapping})

def encode_property_damage(df):
    mapping = {"Unknown":1,"NO":0,"YES":2}
    return df.replace({'Property Damage': mapping})

def encode_police_rep(df):
    mapping = {"Unknown":1,"NO":0,"YES":2}
    return df.replace({'Police_Report_Available': mapping})

def encode_auth_con(df):
    mapping = {"Police":4,"Fire":1,"Other":3,"Ambulance":0,"None":2} 
    return df.replace({'Authorities': mapping})

def encode_sex(df):
    mapping = {"male": 0, "female": 1}
    return df.replace({'Gender': mapping})

def encode_auto_make(df):
    mapping = {"Dodge":11,"Suburu":10,"Saab":4,"Nissan":9,"Chevrolet":3,"Ford":5,"BMW":2,"Toyota":12,"Audi":1,"Accura":13,"Volkswagen":0,"Jeep":7,"Mercedes":8,"Honda":6}
    return df.replace({'Auto Make': mapping})

from sklearn.preprocessing import StandardScaler
st = StandardScaler()

X_res.columns

Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')

def predict_fraud(months_as_customer,age,sex, insured_education_level,insured_occupation, insured_relationship,incident_type, collision_type,incident_severity,number_of_vehicles_involved, authorities_contacted, bodily_injuries,property_damage, police_report_available, auto_make,policy_csl,policy_annual_premium,total_claim_amount,injury_claim,property_claim,vehicle_claim):
    df = pd.DataFrame.from_dict({'Months':[months_as_customer],'Age':[age],'Gender':[sex],'Education':[insured_education_level],'Occupation':[insured_occupation],'Relationship':[insured_relationship],'Incident Type':[incident_type], 'Collision Type':[collision_type],'Severity':[incident_severity],'Vehicles Involved':[number_of_vehicles_involved], 'Authorities':[authorities_contacted],'Injuries':[bodily_injuries], 'Property Damage':[property_damage], 'Police_Report_Available':[police_report_available],'Auto Make':[auto_make],'Policy CSL':[policy_csl],'Annual Premium':[policy_annual_premium],'Total Claim':[total_claim_amount],'Injury Claim Amount':[injury_claim],'Property Claim Amount':[property_claim],'Vehicle Claim':[vehicle_claim]})
    df = encode_sex(df)
    df = encode_education(df)
    df = encode_auto_make(df)
    df = encode_relationship(df)
    df = encode_age(df)
    df = encode_policy_csl(df)
    df = encode_occupation(df)
    df = encode_incident_type(df)
    df = encode_incident_severity(df)
    df = encode_coll_type(df)
    df = encode_property_damage(df)
    df = encode_police_rep(df)
    df = encode_auth_con(df)
    df = sc.transform(df)
    pred = loaded_model.predict_proba(df)[0]
    res =  {'Not Fraud': float(pred[0]), 'Fraud': float(pred[1])}
    return res






                               

months_as_customer = gr.inputs.Number(label="Months")
age = gr.inputs.Slider(minimum=0, maximum=120, default=22, label="Age")
policy_deductable = gr.inputs.Number(label="Deduction")
policy_annual_premium = gr.inputs.Number(label="Annual Premium")
#umbrella_limit = gr.inputs.Number(label="Limit")
insured_education_level = gr.inputs.Dropdown(['JD','High School','Associate','MD','Masters','PhD','College'],label="Education")
insured_occupation = gr.inputs.Dropdown(['machine-op-inspct','prof-specialty','tech-support','sales','exec-managerial','craft-repair','transport-moving','other-service','priv-house-serv','armed-forces','adm-clerical','protective-serv','handlers-cleaners','farming-fishing'],label="Occupation")
auto_make = gr.inputs.Dropdown(['Dodge','Suburu','Saab','Nissan','Chevrolet','Ford','BMW','Toyota','Audi','Accura','Volkswagen','Jeep','Mercedes','Honda'],label="Auto Make")
sex = gr.inputs.Radio(['female', 'male'], label="Gender")
policy_csl = gr.inputs.Radio(['250/500','100/300','500/1000'],label='Polcy CSL')
#capital-gains = gr.inputs.Number(label="Gain")
#capital-loss = gr.inputs.Number(label="Loss")
incident_type = gr.inputs.Dropdown(['Multi-vehicle Collision','Single Vehicle Collision','Vehicle Theft','Parked Car'],label="Incident Type")
insured_relationship = gr.inputs.Dropdown(['own-child','other-relative','not-in-family','husband','wife','unmarried'],label="Relationship")
incident_severity = gr.inputs.Dropdown(['Minor Damage','Total Loss','Major Damage','Trivial Damage'],label="Severity") 
collision_type = gr.inputs.Dropdown(['Rear Collision','Side Collision','Front Collision','Unknown'],label="Collision Type")
number_of_vehicles_involved = gr.inputs.Number(label='Vehicles Involved')
property_damage = gr.inputs.Dropdown(['Unknown','NO','YES'],label="Property Damage")
police_report_available = gr.inputs.Dropdown(['Unknown','NO','YES'],label="Police_Report_Available")
authorities_contacted = gr.inputs.Dropdown(['Police','Fire','Other','Ambulance','None'],label="Authorities")
total_claim_amount = gr.inputs.Number(label='Total Claim')
#witnesses = gr.inputs.Number(label='Witnesses')
bodily_injuries = gr.inputs.Number(label='Injuries')
injury_claim = gr.inputs.Number(label='Injury Claim Amount')
property_claim = gr.inputs.Number(label='Property Claim Amount')
vehicle_claim = gr.inputs.Number(label='Vehicle Claim')





gr.Interface(predict_fraud, [months_as_customer,age,sex, insured_education_level,insured_occupation, insured_relationship,incident_type, collision_type,incident_severity,number_of_vehicles_involved, authorities_contacted, bodily_injuries,property_damage, police_report_available, auto_make,policy_csl,policy_annual_premium,total_claim_amount,injury_claim,property_claim,vehicle_claim], "label").launch(share=True)

Running locally at: http://127.0.0.1:7865/
This share link will expire in 72 hours. If you need a permanent link, visit: https://gradio.app/introducing-hosted
Running on External URL: https://31334.gradio.app
Interface loading below...

(<Flask 'gradio.networking'>,
 'http://127.0.0.1:7865/',
 'https://31334.gradio.app')

from interpret.glassbox import ExplainableBoostingClassifier

ebm = ExplainableBoostingClassifier()
ebm.fit(x_train_smote_upd,y_train_smote_upd)

ExplainableBoostingClassifier(feature_names=['months_as_customer', 'age',
                                             'policy_csl',
                                             'policy_annual_premium',
                                             'insured_sex',
                                             'insured_education_level',
                                             'insured_occupation',
                                             'insured_relationship',
                                             'incident_type', 'collision_type',
                                             'incident_severity',
                                             'authorities_contacted',
                                             'number_of_vehicles_involved',
                                             'property_damage',
                                             'bodily_injuries',
                                             'police_report...
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction', ...])

from interpret import show

ebm_global = ebm.explain_global()
show(ebm_global)

C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:5: UserWarning: 
The dash_html_components package is deprecated. Please replace
`import dash_html_components as html` with `from dash import html`
  import dash_html_components as html
C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:6: UserWarning: 
The dash_core_components package is deprecated. Please replace
`import dash_core_components as dcc` with `from dash import dcc`
  import dash_core_components as dcc
C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:7: UserWarning: 
The dash_table package is deprecated. Please replace
`import dash_table` with `from dash import dash_table`

Also, if you're using any of the table format helpers (e.g. Group), replace 
`from dash_table.Format import Group` with 
`from dash.dash_table.Format import Group`
  import dash_table as dt

<iframe src="http://127.0.0.1:7001/1894287856592/" width=100% height=800 frameBorder="0"></iframe>

Socket exception: An existing connection was forcibly closed by the remote host (10054)

ebm_local = ebm.explain_local(x_test_smote_upd, y_test_smote_upd)
show(ebm_local)

<iframe src="http://127.0.0.1:7001/1894441549936/" width=100% height=800 frameBorder="0"></iframe>

AUTOML

from flaml import AutoML
automl = AutoML()
automl.fit(x_train_smote_upd,y_train_smote_upd, task="classification")

[flaml.automl: 09-27 15:51:39] {1431} INFO - Evaluation method: cv
[flaml.automl: 09-27 15:51:39] {1477} INFO - Minimizing error metric: 1-roc_auc
[flaml.automl: 09-27 15:51:40] {1514} INFO - List of ML learners in AutoML Run: ['lgbm', 'rf', 'catboost', 'xgboost', 'extra_tree', 'lrl1']
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 0, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.4s,	best lgbm's error=0.1582,	best lgbm's error=0.1582
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 1, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.5s,	best lgbm's error=0.1357,	best lgbm's error=0.1357
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 2, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.6s,	best lgbm's error=0.1357,	best lgbm's error=0.1357
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 3, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.6s,	best lgbm's error=0.1076,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 4, current learner xgboost
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.7s,	best xgboost's error=0.1545,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 5, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.8s,	best lgbm's error=0.1076,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 6, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.8s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 7, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.9s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 8, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.0s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 9, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.0s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 10, current learner xgboost
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.1s,	best xgboost's error=0.1436,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 11, current learner extra_tree
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.2s,	best extra_tree's error=0.1714,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 12, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.3s,	best rf's error=0.1575,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 13, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.4s,	best rf's error=0.1208,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 14, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.5s,	best rf's error=0.1208,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 15, current learner extra_tree
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.6s,	best extra_tree's error=0.1359,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 16, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.7s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 17, current learner extra_tree
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 2.8s,	best extra_tree's error=0.1359,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 18, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 2.9s,	best lgbm's error=0.0719,	best lgbm's error=0.0719
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 19, current learner xgboost
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.0s,	best xgboost's error=0.1436,	best lgbm's error=0.0719
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 20, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.1s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 21, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.2s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 22, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.3s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 23, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.4s,	best lgbm's error=0.0647,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 24, current learner xgboost
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.5s,	best xgboost's error=0.1431,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 25, current learner extra_tree
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.6s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 26, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 3.8s,	best lgbm's error=0.0647,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 27, current learner rf
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 3.9s,	best rf's error=0.1208,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 28, current learner extra_tree
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.0s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 29, current learner extra_tree
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.1s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 30, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.2s,	best lgbm's error=0.0645,	best lgbm's error=0.0645
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 31, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.3s,	best lgbm's error=0.0575,	best lgbm's error=0.0575
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[flaml.automl: 09-27 15:52:13] {1925} INFO -  at 34.5s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:13] {1746} INFO - iteration 125, current learner lgbm
[flaml.automl: 09-27 15:52:15] {1925} INFO -  at 35.9s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:15] {1746} INFO - iteration 126, current learner lrl1
No low-cost partial config given to the search algorithm. For cost-frugal search, consider providing low-cost values for cost-related hps via 'low_cost_partial_config'.
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

[flaml.automl: 09-27 15:52:15] {1925} INFO -  at 36.1s,	best lrl1's error=0.3899,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:15] {1746} INFO - iteration 127, current learner lgbm
[flaml.automl: 09-27 15:52:15] {1925} INFO -  at 36.6s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:15] {1746} INFO - iteration 128, current learner lgbm
[flaml.automl: 09-27 15:52:17] {1925} INFO -  at 38.6s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:17] {1746} INFO - iteration 129, current learner lrl1
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 38.9s,	best lrl1's error=0.3899,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 130, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.1s,	best xgboost's error=0.0853,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 131, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.2s,	best xgboost's error=0.0853,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 132, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.4s,	best xgboost's error=0.0849,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 133, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.5s,	best xgboost's error=0.0849,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 134, current learner lgbm
[flaml.automl: 09-27 15:52:22] {1925} INFO -  at 43.5s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:22] {1746} INFO - iteration 135, current learner lgbm
[flaml.automl: 09-27 15:52:23] {1925} INFO -  at 44.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:23] {1746} INFO - iteration 136, current learner lgbm
[flaml.automl: 09-27 15:52:24] {1925} INFO -  at 44.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:24] {1746} INFO - iteration 137, current learner extra_tree
[flaml.automl: 09-27 15:52:24] {1925} INFO -  at 45.1s,	best extra_tree's error=0.0654,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:24] {1746} INFO - iteration 138, current learner lgbm
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 45.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 139, current learner lgbm
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 46.3s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 140, current learner rf
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 46.5s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 141, current learner lgbm
[flaml.automl: 09-27 15:52:26] {1925} INFO -  at 47.0s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:26] {1746} INFO - iteration 142, current learner rf
[flaml.automl: 09-27 15:52:26] {1925} INFO -  at 47.3s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:26] {1746} INFO - iteration 143, current learner lgbm
[flaml.automl: 09-27 15:52:27] {1925} INFO -  at 47.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:27] {1746} INFO - iteration 144, current learner rf
[flaml.automl: 09-27 15:52:27] {1925} INFO -  at 48.1s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:27] {1746} INFO - iteration 145, current learner lgbm
[flaml.automl: 09-27 15:52:28] {1925} INFO -  at 48.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:28] {1746} INFO - iteration 146, current learner lgbm
[flaml.automl: 09-27 15:52:30] {1925} INFO -  at 51.4s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:30] {1746} INFO - iteration 147, current learner lgbm
[flaml.automl: 09-27 15:52:30] {1925} INFO -  at 51.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:30] {1746} INFO - iteration 148, current learner lgbm
[flaml.automl: 09-27 15:52:31] {1925} INFO -  at 52.3s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:31] {1746} INFO - iteration 149, current learner lgbm
[flaml.automl: 09-27 15:52:32] {1925} INFO -  at 52.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:32] {1746} INFO - iteration 150, current learner lgbm
[flaml.automl: 09-27 15:52:32] {1925} INFO -  at 53.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:32] {1746} INFO - iteration 151, current learner lgbm
[flaml.automl: 09-27 15:52:34] {1925} INFO -  at 55.0s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:34] {1746} INFO - iteration 152, current learner lgbm
[flaml.automl: 09-27 15:52:35] {1925} INFO -  at 56.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:35] {1746} INFO - iteration 153, current learner rf
[flaml.automl: 09-27 15:52:35] {1925} INFO -  at 56.5s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:35] {1746} INFO - iteration 154, current learner lgbm
[flaml.automl: 09-27 15:52:36] {1925} INFO -  at 56.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:36] {1746} INFO - iteration 155, current learner lgbm
[flaml.automl: 09-27 15:52:36] {1925} INFO -  at 57.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:36] {1746} INFO - iteration 156, current learner lgbm
[flaml.automl: 09-27 15:52:38] {1925} INFO -  at 59.4s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:38] {1746} INFO - iteration 157, current learner extra_tree
[flaml.automl: 09-27 15:52:38] {1925} INFO -  at 59.5s,	best extra_tree's error=0.0654,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:38] {1746} INFO - iteration 158, current learner xgboost
[flaml.automl: 09-27 15:52:39] {1925} INFO -  at 60.0s,	best xgboost's error=0.0796,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:39] {2032} INFO - selected model: LGBMClassifier(colsample_bytree=0.4287108903387949,
               learning_rate=0.023238500386038714, max_bin=256,
               min_child_samples=4, n_estimators=63, num_leaves=237,
               objective='binary', reg_alpha=0.0015770070728361961,
               reg_lambda=0.0009765625, verbose=-1)
[flaml.automl: 09-27 15:52:39] {2093} INFO - retrain lgbm for 0.2s
[flaml.automl: 09-27 15:52:39] {2099} INFO - retrained model: LGBMClassifier(colsample_bytree=0.4287108903387949,
               learning_rate=0.023238500386038714, max_bin=256,
               min_child_samples=4, n_estimators=63, num_leaves=237,
               objective='binary', reg_alpha=0.0015770070728361961,
               reg_lambda=0.0009765625, verbose=-1)
[flaml.automl: 09-27 15:52:39] {1538} INFO - fit succeeded
[flaml.automl: 09-27 15:52:39] {1539} INFO - Time taken to find the best model: 44.18676519393921
[flaml.automl: 09-27 15:52:39] {1550} WARNING - Time taken to find the best model is 74% of the provided time budget and not all estimators' hyperparameter search converged. Consider increasing the time budget.

print('Best ML leaner:', automl.best_estimator)
print('Best hyperparmeter config:', automl.best_config)
print('Best accuracy on validation data: {0:.4g}'.format(1-automl.best_loss))
print('Training duration of best run: {0:.4g} s'.format(automl.best_config_train_time))

Best ML leaner: extra_tree
Best hyperparmeter config: {'n_estimators': 103, 'max_features': 0.17131679426949367, 'max_leaves': 411, 'criterion': 'gini'}
Best accuracy on validation data: 0.9463
Training duration of best run: 0.6583 s

Socket exception: An existing connection was forcibly closed by the remote host (10054)